{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------\n",
    "*日期：2023-05-10\\ week12（周三）\n",
    "*课程：Python\n",
    "*记录人：Xiao lu\n",
    "\n",
    "-----------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T10:58:11.090527Z",
     "iopub.status.busy": "2023-05-31T10:58:11.089840Z",
     "iopub.status.idle": "2023-05-31T10:58:11.577641Z",
     "shell.execute_reply": "2023-05-31T10:58:11.576438Z",
     "shell.execute_reply.started": "2023-05-31T10:58:11.090495Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'recruiter': {'recruiterName': '唐先生', 'recruiterTitle': '人力资源经理', 'imId': '8a3cfebed73e3f07c0e770cd23fcb1ad', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5ca47b93509919fa0ea15bee05u.png', 'recruiterId': '538fb44ddf62cf77b210bdf561a87525'}, 'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '英联斯特(广州)餐饮设备有限公司', 'compId': 8947928, 'compScale': '500-999人', 'link': 'https://www.liepin.com/company/8947928/', 'compIndustry': '机械/设备'}, 'dataInfo': '%7B%22jobId%22%3A%2257075805%22%2C%22as_from%22%3A%22search_prime%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%7D', 'dataParams': '{\"jobId\":\"57075805\",\"jobKi\r\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=ioYE87NtQmKVBO3G0Y0HCg; __gc_id=37822670cebb460693955108ff86d124; __uuid=1679636647293.55; __tlog=1679636647295.49%7C00000000%7C00000000%7C00000000%7C00000000; _ga=GA1.1.1687403970.1681896657; acw_tc=276077d816837105124564397e9c8b7118940ba709aa4ba34680cbb786f8bc; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683710513; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=s%2Bpfa3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhxB8mc8ULN7j9Mun%2BzHBP6UIbwGqnl4CyvOW92GECS%2B1cN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683710561; __session_seq=24; __uv_seq=4; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1683710511.3.1.1683710585.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '296c6ffc-320c-4ab2-ab90-29e44a2664d4',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'ioYE87NtQmKVBO3G0Y0HCg'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页获取数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:23:17.480278Z",
     "iopub.status.busy": "2023-05-31T11:23:17.479468Z",
     "iopub.status.idle": "2023-05-31T11:23:20.552296Z",
     "shell.execute_reply": "2023-05-31T11:23:20.551228Z",
     "shell.execute_reply.started": "2023-05-31T11:23:17.480244Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataParams': '{\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u.png\",\"jobId\":\"57075805\",\"recruiterName\":\"唐先生\",\"jobKind\":\"2\",\"imId\":\"8a3cfebed73e3f07c0e770cd23fcb1ad\",\"imUserType\":\"2\",\"userId\":\"538fb44ddf62cf77b210bdf561a87525\"}', 'recruiter': {'recruiterPhoto': '5ca47b93509919fa0ea15bee05u.png', 'recruiterName': '唐先生', 'recruiterTitle': '人力资源经理', 'chatted': False, 'imId': '8a3cfebed73e3f07c0e770cd23fcb1ad', 'imUserType': '2', 'recruiterId': '538fb44ddf62cf77b210bdf561a87525'}, 'comp': {'compScale': '500-999人', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '英联斯特(广州)餐饮设备有限公司', 'compId': 8947928, 'compIndustry': '机械/设备', 'link': 'https://www.liepin.com/company/8947928/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257075\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['axure', 'visio', 'powerpoint', 'word', 'Excel'], 'jobId': '44331983', 'jobKind': '2', 'refreshTime': '20211125150437', 'topJob': False, 'requireEduLevel': '大专', 'salary': '5-10k', 'dq': '广州', 'title': '初级产品经理', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1944331983.shtml', 'advViewFlag': False, 'requireWorkYears': '经验不限', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0'}, 'recruiter': {'imId': '190ab81a74d5846c2e02023589153cdf', 'imUserType': '2', 'recruiterName': '霍女士', 'recruiterTitle': '人事', 'chatted': False, 'recruiterId': 'dfd86eaa710f7eb297d8d49512cabd0a', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compId': 12931963, 'compScale': '50-99人',\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['固定收益', '固收系统'], 'jobId': '44278139', 'jobKind': '1', 'refreshTime': '20230528114309', 'topJob': False, 'requireEduLevel': '硕士及以上', 'salary': '30-50k·20薪', 'dq': '广州', 'title': '固收条线金融科技产品经理', 'link': 'https://www.liepin.com/a/44278139.shtml', 'advViewFlag': False, 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=0'}, 'recruiter': {'imId': 'd79a00f8f6ab328f6042c177f0a1d2b1', 'imUserType': '2', 'recruiterName': '刘先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterId': '1fcc7ed72e3b72292e48c8cc9ac1ae51', 'recruiterPhoto': '60fa4ef147b4cc0789c987b808u.jpg'}, 'comp': {'compScale': '500-999人', 'compStage': 'A轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName'\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['电商产品', '跨境电商', '电子商务', '团队管理'], 'jobKind': '2', 'title': '跨境电商产品经理（汽配类）', 'jobId': '32900145', 'refreshTime': '20221207141404', 'requireEduLevel': '本科', 'topJob': False, 'requireWorkYears': '3-5年', 'salary': '8-15k', 'dq': '广州', 'link': 'https://www.liepin.com/job/1932900145.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=3&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=3&pageSize=40&index=0', 'advViewFlag': False}, 'recruiter': {'imId': 'f107dcb75b6359449f90a7bcfdb96d0e', 'imUserType': '2', 'chatted': False, 'recruiterName': '江女士', 'recruiterTitle': 'HRM', 'recruiterId': '40b37758e5e02f3a8b0a6c5ea7ccbedc', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compId': 8805672, 'compLogo': '5bfe99a174719df0ac99ac3903a.png', '\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计'], 'pcOuterLink': '', 'h5OuterLink': '', 'title': '市场产品经理(J10088)', 'jobId': '57162741', 'refreshTime': '20230531090704', 'salary': '15-30k·15薪', 'dq': '广州-海珠区', 'topJob': False, 'jobKind': '2', 'link': 'https://www.liepin.com/job/1957162741.shtml', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=0', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '温女士', 'recruiterTitle': 'HRBP', 'chatted': False, 'recruiterId': '6b815cc58b4b68ff38949a30276a8416', 'imId': '58c074a4de1787e1e4cd5c055e1e05ce', 'imUserType': '2', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compId': 12518807, 'compLogo': '61a\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['智能载荷', '视觉感知系统', '无人驾驶'], 'jobKind': '2', 'jobId': '54965581', 'title': '高级产品经理（视觉感知系统、智能载荷）', 'refreshTime': '20230523101700', 'salary': '20-40k·13薪', 'dq': '广州-黄埔区', 'topJob': False, 'link': 'https://www.liepin.com/job/1954965581.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=5&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=5&pageSize=40&index=0', 'requireEduLevel': '统招本科'}, 'recruiter': {'imId': '42eb707943fc4de9f4d86ae938b4bcb8', 'imUserType': '2', 'chatted': False, 'recruiterName': '潘女士', 'recruiterTitle': '招聘主管', 'recruiterId': 'c450ca2cf72a17c0348881383982b75b', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compId': 13000709, 'compLogo': '62037\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['无人机', '无人机载荷', '激光雷达', '光学相机'], 'refreshTime': '20230523101700', 'jobId': '56723949', 'salary': '20-40k·13薪', 'dq': '广州-黄埔区', 'jobKind': '2', 'title': '高级产品经理（无人机载荷与视觉）', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956723949.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=6&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=6&pageSize=40&index=0'}, 'recruiter': {'recruiterName': '潘女士', 'recruiterTitle': '招聘主管', 'chatted': False, 'recruiterId': 'c450ca2cf72a17c0348881383982b75b', 'imId': '42eb707943fc4de9f4d86ae938b4bcb8', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compScale': '100-499人', 'compLogo': \r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%227%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257777369%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%227%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"jobId\":\"57777369\",\"imId\":\"3b37f6bb027ba58b78f5885b11a76839\",\"imUserType\":\"2\",\"userId\":\"e8745aba1f44ddd621b2f8f304de3409\",\"recruiterName\":\"赵女士\",\"recruiterPhoto\":\"54d1e761712e7147fd8062c902c.jpg\"}', 'job': {'labels': ['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计'], 'jobKind': '2', 'topJob': False, 'refreshTime': '20230512093402', 'jobId': '57777369', 'salary': '12-20k', 'dq': '广州-天河区', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'title': '物联网产品经理', 'l\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '猎头顾问', 'imId': 'fcf2114e8f2614743417a188cf69ded9', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8fa3baf6d1ab58476f324908u.png', 'recruiterId': 'cb20117709c138fd04beb6d29944d399'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内大型服装/纺织/皮革公司', 'compScale': '10000人以上', 'link': '', 'compIndustry': '服装/纺织/皮革'}, 'dataInfo': '%7B%22jobId%22%3A%2246290435%22%2C%22as_from%22%3A%22search_prime%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%228%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%228%22%2C%22jobKind%22%3A%221%22%7D', 'dataParams': '{\"jobId\":\"46290435\",\"jobKind\":\"1\",\"userId\":\"cb20117709c138fd04\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['中台产品', '爬虫'], 'pcOuterLink': '', 'h5OuterLink': '', 'title': '产品经理（B端）—热招 (MJ005394)', 'jobId': '45961399', 'refreshTime': '20211224210115', 'salary': '20-30k', 'dq': '广州-番禺区', 'topJob': False, 'jobKind': '2', 'link': 'https://www.liepin.com/job/1945961399.shtml', 'requireWorkYears': '1-3年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '王女士', 'recruiterTitle': 'HRBP', 'chatted': False, 'recruiterId': 'e65db808b9ead79e4ac0af5d4f30c83c', 'imId': '60efe437c70b76529f525c4acd6c5f37', 'imUserType': '2', 'recruiterPhoto': '61b994fcd318b4087cedf6b204u.png'}, 'comp': {'compId': 9808891, 'compStage': 'D轮', 'compLogo': '61b07937d0458d53c62\r\n",
      "{'flag': 1, 'data': {'data': {}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 10, 'totalPage': 0, 'pageSize': 40, 'hasNext': False, 'totalCounts': 0}}}\r\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_365/1507514389.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'jobCardList'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\r\n",
    "response_df = []\r\n",
    "for i in range(21):\r\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\r\n",
    "    # send a POST request with headers\r\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\r\n",
    "\r\n",
    "    # extract the JSON data from the response\r\n",
    "    response_data = r.json()\r\n",
    "    print(response_data)\r\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\r\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:24:49.097957Z",
     "iopub.status.busy": "2023-05-31T11:24:49.097266Z",
     "iopub.status.idle": "2023-05-31T11:24:49.330838Z",
     "shell.execute_reply": "2023-05-31T11:24:49.329896Z",
     "shell.execute_reply.started": "2023-05-31T11:24:49.097920Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           dataParams  \\\n",
       " 0   {\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u...   \n",
       " 1   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 2   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 3   {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 4   {\"recruiterPhoto\":\"5cb81b959fae687d43164cca03u...   \n",
       " 5   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 6   {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 7   {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 8   {\"recruiterPhoto\":\"647590562157026bce265fa703u...   \n",
       " 9   {\"recruiterPhoto\":\"62a6c09a08bee4201e5c618f05u...   \n",
       " 10  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 11  {\"recruiterPhoto\":\"62c6abbf1551f613ff3fa49a08u...   \n",
       " 12  {\"recruiterPhoto\":\"63a9534728c57209b0f4aa0505u...   \n",
       " 13  {\"recruiterPhoto\":\"63a46574fd38b10039f0b94b05u...   \n",
       " 14  {\"recruiterPhoto\":\"5f8fa3a6f6d1ab58476f322808u...   \n",
       " 15  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 16  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 17  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 18  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 19  {\"recruiterPhoto\":\"6100c9081d756a75997a266703u...   \n",
       " 20  {\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u...   \n",
       " 21  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 22  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 23  {\"recruiterPhoto\":\"62f7aab56555120790d6013103u...   \n",
       " 24  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 25  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 26  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 27  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 28  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 29  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 30  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 31  {\"recruiterPhoto\":\"6400c9110fa75b6cd95be96806u...   \n",
       " 32  {\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u...   \n",
       " 33  {\"recruiterPhoto\":\"601baaab60c8320221e3c1d902u...   \n",
       " 34  {\"recruiterPhoto\":\"600a795d845ac93d96472a1605u...   \n",
       " 35  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 36  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 37  {\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u...   \n",
       " 38  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 39  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "             recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       " 0    5ca47b93509919fa0ea15bee05u.png                     唐先生   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg                     罗女士   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg                     吴女士   \n",
       " 4    5cb81b959fae687d43164cca03u.jpg                     谌女士   \n",
       " 5    5f8f9863f6d1ab58476f246a08u.jpg                     樊女士   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg                     张先生   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg                     吴女士   \n",
       " 8   647590562157026bce265fa703u.jpeg                     陈女士   \n",
       " 9    62a6c09a08bee4201e5c618f05u.png                     朱女士   \n",
       " 10   5f8f9865ea60860b75384fa508u.jpg                     赵女士   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png                     曾女士   \n",
       " 12   63a9534728c57209b0f4aa0505u.png                     冯先生   \n",
       " 13   63a46574fd38b10039f0b94b05u.png                     程先生   \n",
       " 14   5f8fa3a6f6d1ab58476f322808u.png                     戴先生   \n",
       " 15   5f8f98648dbe6273dcf8515508u.jpg                     王女士   \n",
       " 16   5f8f9863f6d1ab58476f246a08u.jpg                     谢女士   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg                     刘先生   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg               Keli Tang   \n",
       " 19   6100c9081d756a75997a266703u.jpg                     宋女士   \n",
       " 20   5f8fa3bddfb13a7dee343d7608u.png                     唐女士   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg                     黄女士   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg                     黎先生   \n",
       " 23   62f7aab56555120790d6013103u.png                     林先生   \n",
       " 24   5f8f9863f6d1ab58476f246a08u.jpg                     陈女士   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg                     张先生   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg                     陈先生   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg                     林女士   \n",
       " 28   5f8f986aea60860b75384fab08u.jpg                     杜先生   \n",
       " 29   5f8f9868f6d1ab58476f24a008u.jpg                     郑先生   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg                     谢女士   \n",
       " 31   6400c9110fa75b6cd95be96806u.png                     陈女士   \n",
       " 32  6321be3095ee1c04143439eb01u.jpeg                     孙女士   \n",
       " 33   601baaab60c8320221e3c1d902u.png                     俞女士   \n",
       " 34   600a795d845ac93d96472a1605u.png                     杨女士   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg                     唐女士   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg                     刘女士   \n",
       " 37   62903e4ce4c190153f6f304c06u.jpg                     邱女士   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg                     刘女士   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg                     林女士   \n",
       " \n",
       "          recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                          人力资源经理              False   \n",
       " 1                          人力资源专员              False   \n",
       " 2                                              False   \n",
       " 3                   HR Specialist              False   \n",
       " 4                            猎头顾问              False   \n",
       " 5                             HRM              False   \n",
       " 6                          人力资源专员              False   \n",
       " 7                   HR Specialist              False   \n",
       " 8                            猎头顾问              False   \n",
       " 9                            猎头顾问              False   \n",
       " 10  Talent Acquisition Specialist              False   \n",
       " 11                           猎头顾问              False   \n",
       " 12                      Recruiter              False   \n",
       " 13                           招聘专家              False   \n",
       " 14                           猎头顾问              False   \n",
       " 15                         人力资源专员              False   \n",
       " 16                         人力资源经理              False   \n",
       " 17                     高级医学信息沟通专员              False   \n",
       " 18                           HRBP              False   \n",
       " 19                           猎头顾问              False   \n",
       " 20                           猎头顾问              False   \n",
       " 21                         HRBP经理              False   \n",
       " 22                           招聘主管              False   \n",
       " 23                           猎头顾问              False   \n",
       " 24                             HR              False   \n",
       " 25                            112              False   \n",
       " 26                                             False   \n",
       " 27                     人力资源业务合作伙伴              False   \n",
       " 28                           招聘经理              False   \n",
       " 29                            HRM              False   \n",
       " 30                         人力资源经理              False   \n",
       " 31                           猎头顾问              False   \n",
       " 32                           猎头顾问              False   \n",
       " 33                             HR              False   \n",
       " 34                           猎头顾问              False   \n",
       " 35                                             False   \n",
       " 36                     Consultant              False   \n",
       " 37                         人力资源管理              False   \n",
       " 38                     Consultant              False   \n",
       " 39                     consultant              False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   8a3cfebed73e3f07c0e770cd23fcb1ad                    2   \n",
       " 1   adb06a64c3b6eb3776f5ec2df67915bd                    2   \n",
       " 2   4d5b8a326d23429f01542792432e8b68                    2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 5   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 9   c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 10  537ed57d5fd222add3a0457e92ea9bdb                    2   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 14  25a454b754ae73fd2972004574cc2f3b                    2   \n",
       " 15  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 16  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 17  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 18  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 19  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 20  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 21  556085ce1cfb1ea84c7b9da341e06feb                    2   \n",
       " 22  beff7093463e459a613348042573671f                    2   \n",
       " 23  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 24  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 25  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 26  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 27  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 28  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 29  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 30  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 31  cdd38888643756d4ef38cb0ce6f46cd7                    2   \n",
       " 32  9cfdabc8878349689809d03804875792                    2   \n",
       " 33  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 34  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 35  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 36  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 37  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " 38  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 39  4e9d98e158ba3d98966d2c65245014c5                    2   \n",
       " \n",
       "                recruiter.recruiterId comp.compScale  ...  job.salary  job.dq  \\\n",
       " 0   538fb44ddf62cf77b210bdf561a87525       500-999人  ...      15-20k  广州-花都区   \n",
       " 1   2cc474733fe9dd811ad584ca21e38d01          1-49人  ...       6-10k  广州-白云区   \n",
       " 2   f09ba50e4cac6dd3c1d1ec63c516dc33          1-49人  ...      10-20k  广州-黄埔区   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8         50-99人  ...        薪资面议  广州-天河区   \n",
       " 4   1ddf52f28236620a73d520f2e8bd293b       500-999人  ...      20-30k      广州   \n",
       " 5   74207202b9a1882cbe061eb681f898fc       100-499人  ...      20-25k  广州-番禺区   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b       10000人以上  ...  12-15k·15薪  广州-越秀区   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8         50-99人  ...        薪资面议  广州-天河区   \n",
       " 8   9780c9933530029971f2c48a1f2fc365         50-99人  ...  30-45k·14薪      广州   \n",
       " 9   7660709be664be56c32a8aef2aff706d         50-99人  ...      25-29k  广州-天河区   \n",
       " 10  5d9f492327569d32d74478209a321e71       500-999人  ...      40-50k  广州-天河区   \n",
       " 11  ef813c13d17ddf72662825202deeb056     2000-5000人  ...  15-24k·13薪  广州-白云区   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2       10000人以上  ...  20-40k·14薪  广州-天河区   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd       100-499人  ...  25-40k·15薪      广州   \n",
       " 14  6ead9a9d40a95e1521ca53f73fa20618       10000人以上  ...  20-35k·14薪  广州-天河区   \n",
       " 15  57a52ed73fed146b4c632be0178bfd3f    5000-10000人  ...  20-40k·13薪  广州-天河区   \n",
       " 16  ccfed7449a759b2cf7778dde1bad5db7       500-999人  ...  15-25k·13薪  广州-天河区   \n",
       " 17  22ab2b1a88769c3259935c280d474240     2000-5000人  ...  25-30k·14薪  广州-越秀区   \n",
       " 18  8d90c26ed477481c5bfe988e1b72f121          1-49人  ...  18-40k·14薪  广州-越秀区   \n",
       " 19  375a1dfe17607510a0693c119d820cfb     2000-5000人  ...  18-30k·13薪      广州   \n",
       " 20  1d96d00cfe919fa26a1adf5987777a35          1-49人  ...  30-50k·14薪  广州-海珠区   \n",
       " 21  1b2d3c696b09ca69b0e5f3264419b081     1000-2000人  ...      18-30k  广州-白云区   \n",
       " 22  ed79e9abb562c2c2e3f3af8aab9ad0d7    5000-10000人  ...       6-10k  广州-天河区   \n",
       " 23  ec2448066ad5cdf94f25083a3243b675       10000人以上  ...  20-40k·15薪      广州   \n",
       " 24  7f371db882206fccd2bdf1809a52d3e6       100-499人  ...      12-30k      广州   \n",
       " 25  80a35acbf6b5573c5c8cd7b9f6ba8101     2000-5000人  ...        薪资面议      广州   \n",
       " 26  3466dbf14ff3a1923d3d8a2c8cd5b370     2000-5000人  ...  14-28k·16薪  广州-天河区   \n",
       " 27  308332da68f592edf82050c4b8bff969     2000-5000人  ...      15-25k  广州-天河区   \n",
       " 28  cd24cb737616cf6b537f73a32e6c2ba3       10000人以上  ...        薪资面议  广州-天河区   \n",
       " 29  71e39b9fa38c7913909ac669ef10aa84     1000-2000人  ...      15-25k  广州-白云区   \n",
       " 30  ccfed7449a759b2cf7778dde1bad5db7       500-999人  ...  20-30k·13薪  广州-天河区   \n",
       " 31  2c100205c7eb2c028df3dac679d77fed       10000人以上  ...  30-50k·14薪      广州   \n",
       " 32  47227c6fbfcd952686963be95b15422d     2000-5000人  ...      25-30k      广州   \n",
       " 33  77ca96ebd1c0d4c9b55b81912526b943       10000人以上  ...      11-22k  广州-番禺区   \n",
       " 34  0fa2d60e2668081853ee69faf212d0bc       100-499人  ...  15-30k·15薪      广州   \n",
       " 35  69bf0604ae10eb243f03c06e2c7db374       500-999人  ...  20-28k·13薪  广州-天河区   \n",
       " 36  e8c70da123d6c7e1efcb8675c412f368     2000-5000人  ...        薪资面议      广州   \n",
       " 37  2b6b0643bf65c612313162312f0bffed     1000-2000人  ...  15-30k·13薪  广州-海珠区   \n",
       " 38  e8c70da123d6c7e1efcb8675c412f368     2000-5000人  ...        薪资面议  广州-天河区   \n",
       " 39  b7496ba1a2ad4a49540e81c097c2c00b     1000-2000人  ...      25-45k      广州   \n",
       " \n",
       "     job.refreshTime job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       " 0    20230317173639           2                                   \n",
       " 1    20230531094630           2                                   \n",
       " 2    20230529094328           2                                   \n",
       " 3    20230530142756           2                                   \n",
       " 4    20230531101312           1             NaN             NaN   \n",
       " 5    20230410215438           2                                   \n",
       " 6    20230428143658           2                                   \n",
       " 7    20230530142756           2                                   \n",
       " 8    20230507193936           1             NaN             NaN   \n",
       " 9    20230425140852           1             NaN             NaN   \n",
       " 10   20230531104122           2                                   \n",
       " 11   20230306145244           1             NaN             NaN   \n",
       " 12   20230526104020           2                                   \n",
       " 13   20230529185232           2                                   \n",
       " 14   20230517172019           1             NaN             NaN   \n",
       " 15   20230531111424           2                                   \n",
       " 16   20230529111949           2                                   \n",
       " 17   20230321153342           2                                   \n",
       " 18   20230531111636           2                                   \n",
       " 19   20230411142619           1             NaN             NaN   \n",
       " 20   20230425143147           1             NaN             NaN   \n",
       " 21   20230530171214           2                                   \n",
       " 22   20230221094711           2                                   \n",
       " 23   20230413114524           1             NaN             NaN   \n",
       " 24   20220319162445           2                                   \n",
       " 25   20210913204744           2                                   \n",
       " 26   20221116184947           2                                   \n",
       " 27   20230206112123           2                                   \n",
       " 28   20230530113900           2                                   \n",
       " 29   20230520104442           2                                   \n",
       " 30   20230529111949           2                                   \n",
       " 31   20230524161531           1             NaN             NaN   \n",
       " 32   20230531094236           1             NaN             NaN   \n",
       " 33   20230329180701           2                                   \n",
       " 34   20230419100536           1             NaN             NaN   \n",
       " 35   20220928174530           2                                   \n",
       " 36   20210615114605           2                                   \n",
       " 37   20200921191755           2                                   \n",
       " 38   20200728103437           2                                   \n",
       " 39   20221024180150           2                                   \n",
       " \n",
       "                                        job.link job.requireWorkYears  \\\n",
       " 0   https://www.liepin.com/job/1957075805.shtml                 3-5年   \n",
       " 1   https://www.liepin.com/job/1958657995.shtml                 1-3年   \n",
       " 2   https://www.liepin.com/job/1956356237.shtml                 3-5年   \n",
       " 3   https://www.liepin.com/job/1950965433.shtml                 3-5年   \n",
       " 4       https://www.liepin.com/a/44053277.shtml                5-10年   \n",
       " 5   https://www.liepin.com/job/1957679297.shtml                 3-5年   \n",
       " 6   https://www.liepin.com/job/1958215521.shtml                 1-3年   \n",
       " 7   https://www.liepin.com/job/1957794503.shtml                 3-5年   \n",
       " 8       https://www.liepin.com/a/45379571.shtml                 3-5年   \n",
       " 9       https://www.liepin.com/a/45380041.shtml                 3-5年   \n",
       " 10  https://www.liepin.com/job/1958973463.shtml                10年以上   \n",
       " 11      https://www.liepin.com/a/44113675.shtml                5-10年   \n",
       " 12  https://www.liepin.com/job/1957001973.shtml                 经验不限   \n",
       " 13  https://www.liepin.com/job/1957223711.shtml                 经验不限   \n",
       " 14      https://www.liepin.com/a/46215899.shtml                5-10年   \n",
       " 15  https://www.liepin.com/job/1956876529.shtml                5-10年   \n",
       " 16  https://www.liepin.com/job/1957513943.shtml                 3-5年   \n",
       " 17  https://www.liepin.com/job/1957157157.shtml                 1-3年   \n",
       " 18  https://www.liepin.com/job/1930477665.shtml                5-10年   \n",
       " 19      https://www.liepin.com/a/45187159.shtml                5-10年   \n",
       " 20      https://www.liepin.com/a/45327891.shtml                5-10年   \n",
       " 21  https://www.liepin.com/job/1958870277.shtml                5-10年   \n",
       " 22  https://www.liepin.com/job/1956295007.shtml                 3-5年   \n",
       " 23      https://www.liepin.com/a/44978805.shtml                 经验不限   \n",
       " 24  https://www.liepin.com/job/1935923437.shtml                 3-5年   \n",
       " 25  https://www.liepin.com/job/1943037645.shtml                 3-5年   \n",
       " 26  https://www.liepin.com/job/1950466807.shtml                 3-5年   \n",
       " 27  https://www.liepin.com/job/1955829685.shtml                5-10年   \n",
       " 28  https://www.liepin.com/job/1954145433.shtml                5-10年   \n",
       " 29  https://www.liepin.com/job/1955992453.shtml                5-10年   \n",
       " 30  https://www.liepin.com/job/1958584023.shtml                5-10年   \n",
       " 31      https://www.liepin.com/a/46414125.shtml                5-10年   \n",
       " 32      https://www.liepin.com/a/45177357.shtml                 1-3年   \n",
       " 33  https://www.liepin.com/job/1957403583.shtml                 3-5年   \n",
       " 34      https://www.liepin.com/a/45422545.shtml                5-10年   \n",
       " 35  https://www.liepin.com/job/1948905275.shtml                5-10年   \n",
       " 36  https://www.liepin.com/job/1925415919.shtml                 3-5年   \n",
       " 37  https://www.liepin.com/job/1931935443.shtml                 3-5年   \n",
       " 38  https://www.liepin.com/job/1923154709.shtml                5-10年   \n",
       " 39  https://www.liepin.com/job/1945175333.shtml                 3-5年   \n",
       " \n",
       "    job.requireEduLevel  comp.compStage  \n",
       " 0                   本科             NaN  \n",
       " 1                   大专             NaN  \n",
       " 2                   本科             天使轮  \n",
       " 3                   硕士             NaN  \n",
       " 4                 统招本科           融资未公开  \n",
       " 5                   本科             NaN  \n",
       " 6                 统招本科             已上市  \n",
       " 7                   本科             NaN  \n",
       " 8                硕士及以上           融资未公开  \n",
       " 9                 统招本科           融资未公开  \n",
       " 10                  本科             NaN  \n",
       " 11                统招本科           融资未公开  \n",
       " 12                统招本科             NaN  \n",
       " 13                  本科              D轮  \n",
       " 14               本科及以上           融资未公开  \n",
       " 15                  本科             NaN  \n",
       " 16                  本科             NaN  \n",
       " 17                  硕士            港股上市  \n",
       " 18                  硕士             NaN  \n",
       " 19               本科及以上           融资未公开  \n",
       " 20               本科及以上             NaN  \n",
       " 21                  本科             NaN  \n",
       " 22                  本科          沪深A股上市  \n",
       " 23                学历不限           融资未公开  \n",
       " 24                  硕士           融资未公开  \n",
       " 25                  本科              其他  \n",
       " 26                  本科             NaN  \n",
       " 27                  本科             NaN  \n",
       " 28                统招本科             NaN  \n",
       " 29                  本科             NaN  \n",
       " 30                  本科             NaN  \n",
       " 31                统招本科           融资未公开  \n",
       " 32               本科及以上           融资未公开  \n",
       " 33                  本科             已上市  \n",
       " 34                统招本科             NaN  \n",
       " 35                  本科             已上市  \n",
       " 36                统招本科             NaN  \n",
       " 37                  本科           科创板上市  \n",
       " 38                  本科             NaN  \n",
       " 39                统招本科             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44331983\",\"jobKind\":\"2\",\"userId\":\"df...   \n",
       " 1   {\"jobId\":\"46050163\",\"jobKind\":\"1\",\"userId\":\"12...   \n",
       " 2   {\"jobId\":\"56599317\",\"jobKind\":\"2\",\"userId\":\"7a...   \n",
       " 3   {\"jobId\":\"44270383\",\"jobKind\":\"1\",\"userId\":\"12...   \n",
       " 4   {\"jobId\":\"53920663\",\"jobKind\":\"2\",\"userId\":\"e9...   \n",
       " 5   {\"jobId\":\"40053971\",\"jobKind\":\"2\",\"userId\":\"15...   \n",
       " 6   {\"jobId\":\"46050527\",\"jobKind\":\"1\",\"userId\":\"12...   \n",
       " 7   {\"jobId\":\"57448565\",\"jobKind\":\"2\",\"userId\":\"5f...   \n",
       " 8   {\"jobId\":\"42605447\",\"jobKind\":\"1\",\"userId\":\"ff...   \n",
       " 9   {\"jobId\":\"50292625\",\"jobKind\":\"2\",\"userId\":\"a3...   \n",
       " 10  {\"jobId\":\"33511317\",\"jobKind\":\"2\",\"userId\":\"ae...   \n",
       " 11  {\"jobId\":\"25573187\",\"jobKind\":\"2\",\"userId\":\"ed...   \n",
       " 12  {\"jobId\":\"45065379\",\"jobKind\":\"1\",\"userId\":\"5c...   \n",
       " 13  {\"jobId\":\"44610575\",\"jobKind\":\"1\",\"userId\":\"9c...   \n",
       " 14  {\"jobId\":\"57500617\",\"jobKind\":\"2\",\"userId\":\"d7...   \n",
       " 15  {\"jobId\":\"53281701\",\"jobKind\":\"2\",\"userId\":\"d7...   \n",
       " 16  {\"jobId\":\"41448413\",\"jobKind\":\"2\",\"userId\":\"21...   \n",
       " 17  {\"jobId\":\"45992111\",\"jobKind\":\"1\",\"userId\":\"d4...   \n",
       " 18  {\"jobId\":\"53827269\",\"jobKind\":\"2\",\"userId\":\"3f...   \n",
       " 19  {\"jobId\":\"46318291\",\"jobKind\":\"1\",\"userId\":\"49...   \n",
       " 20  {\"jobId\":\"57565197\",\"jobKind\":\"2\",\"userId\":\"95...   \n",
       " 21  {\"jobId\":\"45932121\",\"jobKind\":\"1\",\"userId\":\"aa...   \n",
       " 22  {\"jobId\":\"45405873\",\"jobKind\":\"1\",\"userId\":\"95...   \n",
       " 23  {\"jobId\":\"50864053\",\"jobKind\":\"2\",\"userId\":\"44...   \n",
       " 24  {\"jobId\":\"57680185\",\"jobKind\":\"2\",\"userId\":\"e3...   \n",
       " 25  {\"jobId\":\"46341457\",\"jobKind\":\"1\",\"userId\":\"91...   \n",
       " 26  {\"jobId\":\"58533967\",\"jobKind\":\"2\",\"userId\":\"92...   \n",
       " 27  {\"jobId\":\"58764617\",\"jobKind\":\"2\",\"userId\":\"db...   \n",
       " 28  {\"jobId\":\"46352403\",\"jobKind\":\"1\",\"userId\":\"44...   \n",
       " 29  {\"jobId\":\"46253265\",\"jobKind\":\"1\",\"userId\":\"12...   \n",
       " 30  {\"jobId\":\"53225409\",\"jobKind\":\"2\",\"userId\":\"3b...   \n",
       " 31  {\"jobId\":\"48862553\",\"jobKind\":\"2\",\"userId\":\"6a...   \n",
       " 32  {\"jobId\":\"58390029\",\"jobKind\":\"2\",\"userId\":\"8a...   \n",
       " 33  {\"jobId\":\"58645931\",\"jobKind\":\"2\",\"userId\":\"bf...   \n",
       " 34  {\"jobId\":\"45726229\",\"jobKind\":\"1\",\"userId\":\"9f...   \n",
       " 35  {\"jobId\":\"46039831\",\"jobKind\":\"1\",\"userId\":\"a7...   \n",
       " 36  {\"jobId\":\"58599593\",\"jobKind\":\"2\",\"userId\":\"90...   \n",
       " 37  {\"jobId\":\"46230379\",\"jobKind\":\"1\",\"userId\":\"1b...   \n",
       " 38  {\"jobId\":\"57115027\",\"jobKind\":\"2\",\"userId\":\"c0...   \n",
       " 39  {\"jobId\":\"56719319\",\"jobKind\":\"2\",\"userId\":\"6a...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0             [axure, visio, powerpoint, word, Excel]  44331983           2   \n",
       " 1                                         [PMP, 流程管理]  46050163           1   \n",
       " 2                           [包食宿, 五险一金, 晋升空间大, 零食下午茶]  56599317           2   \n",
       " 3                                              [需求分析]  44270383           1   \n",
       " 4                            [原型设计, 需求调研, 产品规划, 需求管理]  53920663           2   \n",
       " 5                                              [数据分析]  40053971           2   \n",
       " 6                                         [流程管理, PMP]  46050527           1   \n",
       " 7   [数据产品, 消费品, 食品饮料, 竞品分析, 需求调研, 市场调研, 产品规划, 用户研究...  57448565           2   \n",
       " 8                                             [B2C  ]  42605447           1   \n",
       " 9   [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...  50292625           2   \n",
       " 10  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...  33511317           2   \n",
       " 11                                       [数据产品, 硬件产品]  25573187           2   \n",
       " 12                                                 []  45065379           1   \n",
       " 13                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  44610575           1   \n",
       " 14                                   [CRM, 新零售, 电子商务]  57500617           2   \n",
       " 15                                   [CRM, 新零售, 电子商务]  53281701           2   \n",
       " 16                                      [excel, word]  41448413           2   \n",
       " 17                                                 []  45992111           1   \n",
       " 18                                       [海外, 手游, 电商]  53827269           2   \n",
       " 19                                             [生产经理]  46318291           1   \n",
       " 20              [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]  57565197           2   \n",
       " 21  [金融行业, 产品设计, 需求分析, to B, 金融产品, 固收, 估值, 交易产品, 风...  45932121           1   \n",
       " 22                                             [金融产品]  45405873           1   \n",
       " 23  [供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...  50864053           2   \n",
       " 24                                 [金融产品, to B, to C]  57680185           2   \n",
       " 25                                                 []  46341457           1   \n",
       " 26       [物业服务, 后台产品, IT互联网, to B, 原型设计, 需求分析, Axure]  58533967           2   \n",
       " 27            [硬件产品, 通讯/网络设备, to B, 产品规划, 需求分析, 用户研究]  58764617           2   \n",
       " 28             [平台产品, SaaS系统, 产品设计, 产品规划, 需求分析, 用户研究]  46352403           1   \n",
       " 29                                        [数据分析, PMP]  46253265           1   \n",
       " 30                               [摄像机, 相机, 安防机, 影响设备]  53225409           2   \n",
       " 31  [工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...  48862553           2   \n",
       " 32                                                 []  58390029           2   \n",
       " 33                                       [产品规划, 产品优化]  58645931           2   \n",
       " 34  [智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...  45726229           1   \n",
       " 35                              [固收投研, 风控, 金融行业B端产品经]  46039831           1   \n",
       " 36                              [社区/社交产品, 中期开发迭代, 拉新]  58599593           2   \n",
       " 37  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 竞...  46230379           1   \n",
       " 38  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...  57115027           2   \n",
       " 39                                                 []  56719319           2   \n",
       " \n",
       "    job.refreshTime  job.topJob job.requireEduLevel  job.salary  job.dq  ...  \\\n",
       " 0   20211125150437       False                  大专       5-10k      广州  ...   \n",
       " 1   20230523113854       False                统招本科      20-35k  广州-天河区  ...   \n",
       " 2   20230302090806       False                  本科       7-13k  广州-南沙区  ...   \n",
       " 3   20230310103111       False               大专及以上  20-40k·13薪      广州  ...   \n",
       " 4   20221128165741       False                统招本科      15-25k  广州-天河区  ...   \n",
       " 5   20230505145705       False                  本科      16-20k      广州  ...   \n",
       " 6   20230523113854       False                统招本科      20-35k  广州-天河区  ...   \n",
       " 7   20230427165337       False                  大专      15-30k  广州-南沙区  ...   \n",
       " 8   20230518100900       False               本科及以上      15-30k      广州  ...   \n",
       " 9   20220610154122       False                  本科  18-25k·14薪  广州-白云区  ...   \n",
       " 10  20201117050230       False                  本科      20-30k      广州  ...   \n",
       " 11  20191231090134       False                  本科  15-30k·13薪      广州  ...   \n",
       " 12  20230524104401       False                学历不限      28-35k      广州  ...   \n",
       " 13  20230321173412       False               硕士及以上  15-30k·16薪      广州  ...   \n",
       " 14  20230527173406       False                  本科  20-25k·13薪  广州-天河区  ...   \n",
       " 15  20230527173414       False                  本科  20-25k·13薪  广州-天河区  ...   \n",
       " 16  20230505104237       False                  本科      10-18k  广州-黄埔区  ...   \n",
       " 17  20230510133545       False               本科及以上      10-15k  广州-黄埔区  ...   \n",
       " 18  20221111104746       False                学历不限      20-40k  广州-天河区  ...   \n",
       " 19  20230522114824       False               大专及以上  20-40k·14薪      广州  ...   \n",
       " 20  20230524112253       False                  硕士      20-40k  广州-天河区  ...   \n",
       " 21  20230530094839       False                统招本科  15-30k·24薪      广州  ...   \n",
       " 22  20230522111418       False               硕士及以上      40-70k      广州  ...   \n",
       " 23  20230519181008       False                  本科      20-35k  广州-越秀区  ...   \n",
       " 24  20230411085415       False                  硕士      20-35k  广州-天河区  ...   \n",
       " 25  20230522184010       False               硕士及以上  20-40k·24薪      广州  ...   \n",
       " 26  20230514212739       False                  本科  25-40k·14薪  广州-番禺区  ...   \n",
       " 27  20230523114015       False                  本科      15-25k  广州-黄埔区  ...   \n",
       " 28  20230523101545       False                统招本科      15-25k  广州-番禺区  ...   \n",
       " 29  20230523113854       False                统招本科      20-35k  广州-天河区  ...   \n",
       " 30  20230524132958       False                统招本科      30-50k  广州-黄埔区  ...   \n",
       " 31  20220413101034       False                  硕士      30-40k      广州  ...   \n",
       " 32  20230509093305       False                  本科  20-35k·13薪  广州-越秀区  ...   \n",
       " 33  20230518100336       False                  本科      15-30k  广州-黄埔区  ...   \n",
       " 34  20230530110640       False                统招本科      20-35k  广州-白云区  ...   \n",
       " 35  20230511152000       False               硕士及以上  25-30k·24薪      广州  ...   \n",
       " 36  20230516174048       False                  本科  15-23k·13薪  广州-天河区  ...   \n",
       " 37  20230518101214       False               本科及以上      21-35k      广州  ...   \n",
       " 38  20230320152604       False                  硕士      25-35k  广州-天河区  ...   \n",
       " 39  20230526121536       False                  本科      12-20k  广州-白云区  ...   \n",
       " \n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0              False  dfd86eaa710f7eb297d8d49512cabd0a   \n",
       " 1              False  120d80275c6668037b31c24bfcb4ef39   \n",
       " 2              False  7a5b05937023850a65b69a91a3e9c70d   \n",
       " 3              False  12c821593cfaeee7d608f631ba7b365c   \n",
       " 4              False  e904f45c3a8aed6407db9f3e7431f6a8   \n",
       " 5              False  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       " 6              False  120d80275c6668037b31c24bfcb4ef39   \n",
       " 7              False  5f7637977411b86467332ec93bce4deb   \n",
       " 8              False  ff186e8769d0eb433b3d2e40fab0791f   \n",
       " 9              False  a3ba989ac5734611c54970ffa845eefa   \n",
       " 10             False  ae9d2bd71f72b07d27bbf43c3caebf68   \n",
       " 11             False  eda507c8cbe4c7560731a09a86761edc   \n",
       " 12             False  5c8bfb4eac393c6170b4303312755fc2   \n",
       " 13             False  9ccbd98c4200aa058ba0d06d22640688   \n",
       " 14             False  d7b79be010cfe33bf90c61e3cf1076af   \n",
       " 15             False  d7b79be010cfe33bf90c61e3cf1076af   \n",
       " 16             False  21c9e14418535fd7424f107b1fb18382   \n",
       " 17             False  d4f9854c3283897914129ac743a9c20b   \n",
       " 18             False  3f165a98fe2bd8bb65cbf99d17e3ab3e   \n",
       " 19             False  49719316bf4c638de082fc1c3805b720   \n",
       " 20             False  957da5d54f0e05cf25285db46809d2f1   \n",
       " 21             False  aaac5ff845a2dab8555f76cf29a4a43d   \n",
       " 22             False  954c5968d2fb21b5e680da2e30181a15   \n",
       " 23             False  447192a1f8361cbbaeca9d0effc98617   \n",
       " 24             False  e337dbb1513a599a17e8728a9095f3f2   \n",
       " 25             False  911de5b2064896ce22a91df9c289dd00   \n",
       " 26             False  9294a5a1e3837c5ebb372434d8d59956   \n",
       " 27             False  db81e171881b3fd44109e86d0c1debca   \n",
       " 28             False  44c2fdfa0d064d010d2e151788b390a0   \n",
       " 29             False  120d80275c6668037b31c24bfcb4ef39   \n",
       " 30             False  3b9b056b2ca90b0977476caed2a637e4   \n",
       " 31             False  6a640f1ee733f50362c9c303e393b9df   \n",
       " 32             False  8adc0fb4d5f932ba4e10422fe252b725   \n",
       " 33             False  bf025e376eda97b6d149587f82ccef21   \n",
       " 34             False  9f229bd577e8dedd716419452dc11978   \n",
       " 35             False  a70e21eb90a592d036577ae644b7bcec   \n",
       " 36             False  9065749cbf80f19a52e5febada28512c   \n",
       " 37             False  1b9de0b642b7f7d52db36c521249fe4a   \n",
       " 38             False  c0e374fde64faf9fd285fc3f92448b7c   \n",
       " 39             False  6a38f9f262e1c6a84f66206ef8578fe5   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId  comp.compScale  \\\n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg  12931963.0          50-99人   \n",
       " 1    5f8fa3bc8dbe6273dcf85e5e08u.png         NaN        10000人以上   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg  13103111.0      1000-2000人   \n",
       " 3    6108aa0e759ac71c63de418a04u.jpg         NaN     5000-10000人   \n",
       " 4    5f8f9866dfb13a7dee342f1808u.jpg   8638211.0      2000-5000人   \n",
       " 5    5f8f9865ea60860b75384fa508u.jpg  12568645.0        100-499人   \n",
       " 6    5f8fa3bc8dbe6273dcf85e5e08u.png         NaN        10000人以上   \n",
       " 7    5f8f9866dfb13a7dee342f1808u.jpg  13103111.0      1000-2000人   \n",
       " 8    601779ccbec45a78f579444502u.jpg         NaN        100-499人   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg    693385.0      2000-5000人   \n",
       " 10   5a1f7a7e703287905956079b05a.jpg   8510313.0      1000-2000人   \n",
       " 11   5f8f986779c7cc70efbf36c008u.jpg   8955108.0      2000-5000人   \n",
       " 12   62b917fafd62c54346e0081703u.jpg         NaN        500-999人   \n",
       " 13   62183bf27baba65dd5bc963f07u.png         NaN        500-999人   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg  10016817.0      1000-2000人   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg  10016817.0      1000-2000人   \n",
       " 16   57995adc45ce9c78fdc273c105a.jpg   2896007.0      2000-5000人   \n",
       " 17  63eb4ef3406cc57bc52fd90908u.jpeg         NaN      2000-5000人   \n",
       " 18   5f8f986bdfb13a7dee342f2108u.jpg  12454465.0        100-499人   \n",
       " 19   643525d967c88e3dc5665f6b07u.png         NaN        100-499人   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg   8136395.0        100-499人   \n",
       " 21   5dccf1b4cd52473b94c9a61104u.jpg         NaN        500-999人   \n",
       " 22   62821ecfeda5af0f27fb6bd301u.jpg         NaN        500-999人   \n",
       " 23   5f8f98698dbe6273dcf8516008u.jpg   9249822.0        500-999人   \n",
       " 24   5f8f9868f6d1ab58476f24a008u.jpg   1421537.0     5000-10000人   \n",
       " 25   60a61be8f5a0dc67aaa3987404u.png         NaN      1000-2000人   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg   8706847.0     5000-10000人   \n",
       " 27   646c22496683db653375ad0f03u.png   2248490.0        100-499人   \n",
       " 28   6334f8e2e3c2761898a3ed3105u.png         NaN           1-49人   \n",
       " 29   5f8fa3bc8dbe6273dcf85e5e08u.png         NaN        10000人以上   \n",
       " 30   5f8f9866dfb13a7dee342f1808u.jpg   7940545.0        100-499人   \n",
       " 31   5f8f986c79c7cc70efbf36c808u.jpg   1421537.0     5000-10000人   \n",
       " 32   5f8f986779c7cc70efbf36c008u.jpg   9707970.0        100-499人   \n",
       " 33   5f8f986779c7cc70efbf36c008u.jpg  12259667.0          50-99人   \n",
       " 34   611cbf2df2b9da092553fde403u.png         NaN        10000人以上   \n",
       " 35   611b5d6a9920a53a8b8703ca08u.png         NaN     5000-10000人   \n",
       " 36   5f8f9865ea60860b75384fa508u.jpg   9886227.0        100-499人   \n",
       " 37   643cb049e6a7af2d28749e2408u.png         NaN        500-999人   \n",
       " 38   62df69adaa0cc2454789187401u.png   1421537.0     5000-10000人   \n",
       " 39   5f8f986aea60860b75384fab08u.jpg   9876495.0        500-999人   \n",
       " \n",
       "                       comp.compLogo    comp.compName  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg       广州秒音科技有限公司   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png       某大型知名互联网公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg       广州奥昆食品有限公司   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司   \n",
       " 4   5bfe98c474719df0ac99801b03a.png          思特奇信息技术   \n",
       " 5   6441ff67c063625b1d3bc6c104u.png     江苏知原药业股份有限公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png       某大型知名互联网公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg       广州奥昆食品有限公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png       某广州贸易进出口公司   \n",
       " 9   5bfe954674719dc6ed7416af03a.png              广联达   \n",
       " 10  5a1f927370323b4a84a66ab305a.jpg        云米全屋互联网家电   \n",
       " 11  5948f6cf70320c7ee1a312fc04a.jpg               希沃   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png      某大型知名医疗设备公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png      某广州医疗器械上市公司   \n",
       " 14  5d26aa823fa7ce27b2b2a75802u.jpg             住方科技   \n",
       " 15  5d26aa823fa7ce27b2b2a75802u.jpg             住方科技   \n",
       " 16  5bfe92b574719d9f609a792b03a.png             康臣药业   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png        某广州制药上市公司   \n",
       " 18  5faa454b1fcf636a62fa72b406u.png     上海丰凡文化传媒有限公司   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png    某上海互联网/电商上市公司   \n",
       " 20  64464ce8f14c1769ed8f0a7403u.png   广州越秀金融控股集团有限公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png      某国内大型基金证券公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png      某国内大型基金证券公司   \n",
       " 23  5bfe987274719df0ac996f4203a.png    广东省国际工程咨询有限公司   \n",
       " 24  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png      某国内大型基金证券公司   \n",
       " 26  5c64c511261c45f22d50d39303u.png            SHEIN   \n",
       " 27  5bfe986874719df0ac996d6803a.png     广州广哈通信股份有限公司   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png       某大型知名互联网公司   \n",
       " 30  5bfe949774719dc6ed73f3b003a.png          博冠BOSMA   \n",
       " 31  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       " 32  5bed18db8e50de530bc9ba3a04a.png             先通医药   \n",
       " 33  5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png  某广州大型货运/物流/仓储公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png  某大型知名基金/证券/期货公司   \n",
       " 36  60af42bdd7e0220766018e7304u.png             丹霄技术   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png     某广州大型计算机软件公司   \n",
       " 38  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       " 39  5e0d63d829d83a675436d93a02u.png   上海睿昂基因科技股份有限公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0   https://www.liepin.com/company/12931963/              培训服务            NaN  \n",
       " 1                                                          互联网          融资未公开  \n",
       " 2   https://www.liepin.com/company/13103111/          食品/饮料/酒水            NaN  \n",
       " 3                                                          互联网          融资未公开  \n",
       " 4    https://www.liepin.com/company/8638211/              IT服务          创业板上市  \n",
       " 5   https://www.liepin.com/company/12568645/                制药             D轮  \n",
       " 6                                                          互联网          融资未公开  \n",
       " 7   https://www.liepin.com/company/13103111/          食品/饮料/酒水            NaN  \n",
       " 8                                                        批发/零售            NaN  \n",
       " 9     https://www.liepin.com/company/693385/               互联网            已上市  \n",
       " 10   https://www.liepin.com/company/8510313/              智能硬件           美股上市  \n",
       " 11   https://www.liepin.com/company/8955108/               互联网           战略投资  \n",
       " 12                                                        医疗器械            已上市  \n",
       " 13                                                        医疗器械            已上市  \n",
       " 14  https://www.liepin.com/company/10016817/              工程施工            NaN  \n",
       " 15  https://www.liepin.com/company/10016817/              工程施工            NaN  \n",
       " 16   https://www.liepin.com/company/2896007/                制药            NaN  \n",
       " 17                                                          制药            已上市  \n",
       " 18  https://www.liepin.com/company/12454465/          广告/公关/会展             其他  \n",
       " 19                                                         互联网            已上市  \n",
       " 20   https://www.liepin.com/company/8136395/          基金/证券/期货            NaN  \n",
       " 21                                                    基金/证券/期货             A轮  \n",
       " 22                                                    基金/证券/期货             A轮  \n",
       " 23   https://www.liepin.com/company/9249822/            专业技术服务            NaN  \n",
       " 24   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 25                                                    基金/证券/期货           战略融资  \n",
       " 26   https://www.liepin.com/company/8706847/               互联网            NaN  \n",
       " 27   https://www.liepin.com/company/2248490/              通信设备         沪深A股上市  \n",
       " 28                                                         互联网            NaN  \n",
       " 29                                                         互联网          融资未公开  \n",
       " 30   https://www.liepin.com/company/7940545/              智能硬件          新三板上市  \n",
       " 31   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 32   https://www.liepin.com/company/9707970/                制药           战略投资  \n",
       " 33  https://www.liepin.com/company/12259667/              人工智能            NaN  \n",
       " 34                                                    货运/物流/仓储            已上市  \n",
       " 35                                                    基金/证券/期货            已上市  \n",
       " 36   https://www.liepin.com/company/9886227/              电子商务            NaN  \n",
       " 37                                                       计算机软件          融资未公开  \n",
       " 38   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 39   https://www.liepin.com/company/9876495/              医疗器械          科创板上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44278139\",\"jobKind\":\"1\",\"userId\":\"1f...   \n",
       " 1   {\"jobId\":\"57772603\",\"jobKind\":\"2\",\"userId\":\"40...   \n",
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       " 8   {\"jobId\":\"49548525\",\"jobKind\":\"2\",\"userId\":\"be...   \n",
       " 9   {\"jobId\":\"51048941\",\"jobKind\":\"2\",\"userId\":\"8b...   \n",
       " 10  {\"jobId\":\"42931191\",\"jobKind\":\"2\",\"userId\":\"30...   \n",
       " 11  {\"jobId\":\"52498849\",\"jobKind\":\"2\",\"userId\":\"49...   \n",
       " 12  {\"jobId\":\"49046387\",\"jobKind\":\"2\",\"userId\":\"40...   \n",
       " 13  {\"jobId\":\"58833965\",\"jobKind\":\"2\",\"userId\":\"a4...   \n",
       " 14  {\"jobId\":\"52258307\",\"jobKind\":\"2\",\"userId\":\"a6...   \n",
       " 15  {\"jobId\":\"50523789\",\"jobKind\":\"2\",\"userId\":\"b4...   \n",
       " 16  {\"jobId\":\"58646063\",\"jobKind\":\"2\",\"userId\":\"bf...   \n",
       " 17  {\"jobId\":\"58069003\",\"jobKind\":\"2\",\"userId\":\"64...   \n",
       " 18  {\"jobId\":\"58834045\",\"jobKind\":\"2\",\"userId\":\"a4...   \n",
       " 19  {\"jobId\":\"57730045\",\"jobKind\":\"2\",\"userId\":\"ee...   \n",
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       " 25  {\"jobId\":\"46510623\",\"jobKind\":\"1\",\"userId\":\"3d...   \n",
       " 26  {\"jobId\":\"55907133\",\"jobKind\":\"2\",\"userId\":\"30...   \n",
       " 27  {\"jobId\":\"44391307\",\"jobKind\":\"1\",\"userId\":\"d9...   \n",
       " 28  {\"jobId\":\"49318567\",\"jobKind\":\"2\",\"userId\":\"f1...   \n",
       " 29  {\"jobId\":\"44668245\",\"jobKind\":\"1\",\"userId\":\"0d...   \n",
       " 30  {\"jobId\":\"44668045\",\"jobKind\":\"1\",\"userId\":\"0d...   \n",
       " 31  {\"jobId\":\"54963405\",\"jobKind\":\"2\",\"userId\":\"c0...   \n",
       " 32  {\"jobId\":\"56770509\",\"jobKind\":\"2\",\"userId\":\"92...   \n",
       " 33  {\"jobId\":\"43947027\",\"jobKind\":\"1\",\"userId\":\"1c...   \n",
       " 34  {\"jobId\":\"56785003\",\"jobKind\":\"2\",\"userId\":\"a6...   \n",
       " 35  {\"jobId\":\"44414001\",\"jobKind\":\"1\",\"userId\":\"ea...   \n",
       " 36  {\"jobId\":\"54789743\",\"jobKind\":\"2\",\"userId\":\"1c...   \n",
       " 37  {\"jobId\":\"46355485\",\"jobKind\":\"2\",\"userId\":\"1c...   \n",
       " 38  {\"jobId\":\"44700479\",\"jobKind\":\"1\",\"userId\":\"e8...   \n",
       " 39  {\"jobId\":\"56322183\",\"jobKind\":\"2\",\"userId\":\"99...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0                                        [固定收益, 固收系统]  44278139           1   \n",
       " 1      [Xmind, 原型设计, 需求分析, 产品设计, IT互联网, 计算机软件, Axure]  57772603           2   \n",
       " 2                               [生物医药, 分析生物学, 体外诊断产品]  58876669           2   \n",
       " 3   [广告产品, 广告行业, 计算机软件, 游戏行业, 产品设计, 数据分析, 流程设计, 团队管理]  48652943           2   \n",
       " 4   [电商产品, SaaS产品, CRM产品, 电子商务, IT互联网, 消费品, Xmind,...  49537919           2   \n",
       " 5                                        [商业产品, 产品规划]  58645843           2   \n",
       " 6                                                [游戏]  45369359           1   \n",
       " 7                               [旅游产品, to C, OTA, 英文]  57485259           2   \n",
       " 8   [电商产品, CRM产品, SaaS系统, CRM系统, to C, to B, 产品设计,...  49548525           2   \n",
       " 9                            [产品规划, 团队管理, 产品优化, 市场调研]  51048941           2   \n",
       " 10                         [axure, xmind, b端产品, 需求分析]  42931191           2   \n",
       " 11                         [电商产品经理 , ERP产品经理, 跨境电商行业]  52498849           2   \n",
       " 12  [交易产品, 金融产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...  49046387           2   \n",
       " 13  [商业产品, AI人工智能产品, 人工智能, 产品规划, 需求管理, 产品设计, 产品优化,...  58833965           2   \n",
       " 14  [社交产品, 海外产品, 移动端产品, 产品规划, 竞品分析, 需求分析, 用户研究, 市场...  52258307           2   \n",
       " 15                                                 []  50523789           2   \n",
       " 16  [电商产品, 后台产品, AI人工智能产品, 中台产品, 交易产品, CRM系统, 人工智能...  58646063           2   \n",
       " 17  [供应链产品, 产品设计, 用户研究, 流程设计, 原型设计, 市场调研, 产品规划, 团队管理]  58069003           2   \n",
       " 18  [电商产品, 后台产品, 交易产品, 中台产品, AI人工智能产品, CRM系统, 电子商务...  58834045           2   \n",
       " 19  [供应链产品, 产品设计, 用户研究, 需求分析, 产品优化, 交互设计, Visio, 流...  57730045           2   \n",
       " 20                                 [产品设计, 数据分析, 课程产品]  41099567           2   \n",
       " 21                               [硬件产品, 硬件系统集成, 产品规划]  57735185           2   \n",
       " 22                                   [985, 211, 技术经理]  43999439           1   \n",
       " 23                                             [工具产品]  44668403           1   \n",
       " 24                                         [医药企业, 连锁]  58839225           2   \n",
       " 25  [后台产品, 策略产品, 游戏行业, 计算机软件, 产品优化, 产品设计, 流程设计, 数据...  46510623           1   \n",
       " 26                                                 []  55907133           2   \n",
       " 27  [产品规划, 产品设计, Axure, 需求分析, 金融行业, 工具产品, 竞品分析, to...  44391307           1   \n",
       " 28                                                 []  49318567           2   \n",
       " 29                                             [工具产品]  44668245           1   \n",
       " 30                                             [工具产品]  44668045           1   \n",
       " 31  [交易产品, 投资产品, 金融行业, 产品规划, 产品设计, 需求管理, 竞品分析, to ...  54963405           2   \n",
       " 32                                                 []  56770509           2   \n",
       " 33                  [宠物电子, 个人护理, 美容仪, 桌面办公, 平板, 消费电子]  43947027           1   \n",
       " 34                      [跨境电商, 照明类产品, 充电类产品, 生活家居用品类]  56785003           2   \n",
       " 35                                      [3C, 亚马逊, 精品]  44414001           1   \n",
       " 36                    [商业产品, 计算机软件, 产品规划, 用户研究, 产品设计]  54789743           2   \n",
       " 37              [工具产品, IT互联网, 产品设计, 用户研究, 产品规划, 原型设计]  46355485           2   \n",
       " 38  [安全产品, 数据产品, 信息安全, to C, 电子/半导体/集成电路, 金融行业, 教育...  44700479           1   \n",
       " 39                                       [产品设计, 数据分析]  56322183           2   \n",
       " \n",
       "    job.refreshTime  job.topJob job.requireEduLevel  job.salary  job.dq  ...  \\\n",
       " 0   20230528114309       False               硕士及以上  30-50k·20薪      广州  ...   \n",
       " 1   20230510100407       False                  大专      10-20k  广州-海珠区  ...   \n",
       " 2   20230526150516       False                  硕士  10-15k·13薪  广州-海珠区  ...   \n",
       " 3   20230310175540       False                统招本科      15-30k  广州-海珠区  ...   \n",
       " 4   20230412165619       False                统招本科  15-25k·14薪  广州-番禺区  ...   \n",
       " 5   20230518100155       False                  本科      15-30k  广州-黄埔区  ...   \n",
       " 6   20230418144859       False                统招本科  20-35k·16薪  广州-天河区  ...   \n",
       " 7   20230413145517       False                  本科  12-20k·13薪  广州-海珠区  ...   \n",
       " 8   20230412165619       False                统招本科  15-25k·14薪  广州-番禺区  ...   \n",
       " 9   20230529091758       False                统招本科  18-25k·14薪  广州-天河区  ...   \n",
       " 10  20230425085939       False                  硕士      15-30k      广州  ...   \n",
       " 11  20230530092658       False                  本科  12-25k·14薪  广州-白云区  ...   \n",
       " 12  20230418000807       False                  硕士  20-40k·15薪      广州  ...   \n",
       " 13  20230525111022       False                  本科      15-30k  广州-黄埔区  ...   \n",
       " 14  20230423150551       False                  本科      20-35k  广州-天河区  ...   \n",
       " 15  20230531101155       False                统招本科  12-20k·13薪  广州-天河区  ...   \n",
       " 16  20230518100536       False                  本科      15-30k  广州-黄埔区  ...   \n",
       " 17  20230424095829       False                  本科        1-2k  广州-荔湾区  ...   \n",
       " 18  20230525111138       False                  本科      15-30k  广州-黄埔区  ...   \n",
       " 19  20230412105004       False                  本科  16-25k·13薪      广州  ...   \n",
       " 20  20230412204746       False                统招本科  18-25k·13薪  广州-天河区  ...   \n",
       " 21  20230412115545       False                  本科  15-25k·13薪  广州-天河区  ...   \n",
       " 22  20230302103842       False               硕士及以上  25-30k·30薪      广州  ...   \n",
       " 23  20230323102615       False               本科及以上      15-24k      广州  ...   \n",
       " 24  20230525134248       False                统招本科      12-20k  广州-白云区  ...   \n",
       " 25  20230531095040       False               大专及以上      15-30k      广州  ...   \n",
       " 26  20230414174226       False                  本科  20-30k·14薪  广州-天河区  ...   \n",
       " 27  20230314171507       False               硕士及以上      20-35k      广州  ...   \n",
       " 28  20230531101642       False                统招本科  10-20k·13薪  广州-天河区  ...   \n",
       " 29  20230323102443       False                学历不限      15-24k      广州  ...   \n",
       " 30  20230323102239       False               本科及以上      15-24k      广州  ...   \n",
       " 31  20230320152628       False                  硕士      25-35k  广州-天河区  ...   \n",
       " 32  20230510110752       False                  本科      15-24k  广州-白云区  ...   \n",
       " 33  20230423104835       False                统招本科  40-50k·16薪  广州-黄埔区  ...   \n",
       " 34  20230531110637       False                  本科      15-24k  广州-白云区  ...   \n",
       " 35  20230315111701       False               大专及以上      30-50k      广州  ...   \n",
       " 36  20221201000625       False                  硕士      14-17k  广州-天河区  ...   \n",
       " 37  20221125094722       False                  大专       8-13k  广州-天河区  ...   \n",
       " 38  20230324090928       False               本科及以上  15-18k·13薪      广州  ...   \n",
       " 39  20230221153532       False                统招本科      12-20k  广州-番禺区  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compScale  comp.compStage  \\\n",
       " 0    60fa4ef147b4cc0789c987b808u.jpg       500-999人              A轮   \n",
       " 1    5f8f98648dbe6273dcf8515508u.jpg         50-99人           融资未公开   \n",
       " 2    5f8f986aea60860b75384fab08u.jpg         50-99人              B轮   \n",
       " 3    5f8f986c79c7cc70efbf36c808u.jpg       500-999人             NaN   \n",
       " 4    5f8f986779c7cc70efbf36c008u.jpg     2000-5000人              B轮   \n",
       " 5    5f8f986779c7cc70efbf36c008u.jpg         50-99人             NaN   \n",
       " 6    5f8fa3a6f6d1ab58476f322808u.png       10000人以上           融资未公开   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人              D轮   \n",
       " 8    5f8f986779c7cc70efbf36c008u.jpg     2000-5000人              B轮   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人              其他   \n",
       " 10   5f8f986c79c7cc70efbf36c808u.jpg       500-999人             NaN   \n",
       " 11   5f8f986779c7cc70efbf36c008u.jpg       100-499人           融资未公开   \n",
       " 12   5f8f98698dbe6273dcf8516008u.jpg    5000-10000人             已上市   \n",
       " 13   641c6a5a0fbd233662f71b6801u.png         50-99人             NaN   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg         50-99人             NaN   \n",
       " 15   5f8f986779c7cc70efbf36c008u.jpg       100-499人             NaN   \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg         50-99人             NaN   \n",
       " 17   644508d6e972bc46248543d108u.png       10000人以上          沪深A股上市   \n",
       " 18   641c6a5a0fbd233662f71b6801u.png         50-99人             NaN   \n",
       " 19   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人           创业板上市   \n",
       " 20   63d9b36f06756b49cc3b8ea904u.png       500-999人              B轮   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人             NaN   \n",
       " 22   6407001a6fdcaf7999f1d0eb03u.png       500-999人              A轮   \n",
       " 23   6408280fb792580455b2e08001u.png       100-499人              其他   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人          沪深A股上市   \n",
       " 25   646ffd8e58583974a4e25abc08u.png       100-499人            战略融资   \n",
       " 26  6439402ee196e6477963fec101u.jpeg       100-499人             NaN   \n",
       " 27  5fc5ad6f7d6477448760f33307u.jpeg       500-999人              A轮   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg       100-499人             NaN   \n",
       " 29   6408280fb792580455b2e08001u.png       100-499人              其他   \n",
       " 30   6408280fb792580455b2e08001u.png       100-499人              其他   \n",
       " 31   62df69adaa0cc2454789187401u.png    5000-10000人             已上市   \n",
       " 32   5f8f986aea60860b75384fab08u.jpg                            NaN   \n",
       " 33   62d1278f8604e32a3078ea8f07u.png    5000-10000人             已上市   \n",
       " 34   5f8f9866dfb13a7dee342f1808u.jpg                            NaN   \n",
       " 35   5ec0edeb4ff090104e4f12b805u.png          1-49人           不需要融资   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg       500-999人              B轮   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg       100-499人           融资未公开   \n",
       " 38   62f1ed513878472969282b6806u.jpg       100-499人             已上市   \n",
       " 39   5f8f986779c7cc70efbf36c008u.jpg     2000-5000人              B轮   \n",
       " \n",
       "                       comp.compLogo    comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png  某国内大型基金/证券/期货公司   \n",
       " 1   5bfe9a5874719df0ac99cfa203a.png             玖晔网络   \n",
       " 2   61e9063719058a6fe31c4ab002u.png   广东盛泽康华生物医药有限公司   \n",
       " 3   624a9b1378302f2c469582d607u.png           广州乐牛游戏   \n",
       " 4   639937af821c6d513110e83301u.png             探迹科技   \n",
       " 5   5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         某大型互联网公司   \n",
       " 7   59b6035970324a7f8c9d651306a.jpg              租租车   \n",
       " 8   639937af821c6d513110e83301u.png             探迹科技   \n",
       " 9   62cce7384254545aa5a9dd4804u.png   无穷食品制造(广东)有限公司   \n",
       " 10  59521e0c703287e466cf3ed205a.jpg             广发基金   \n",
       " 11  5b0e3c998e50f134ce5730b604a.jpg     广州盛为电子商务有限公司   \n",
       " 12  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       " 13  5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司   \n",
       " 14  630ddf4f857bcf241aa958d806u.png             氢氧元素   \n",
       " 15  6204d5c82d249250e33f030008u.png             泉能药业   \n",
       " 16  5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司   \n",
       " 17  5bfe90db74719d35745ab78b03a.png   国药集团一致药业股份有限公司   \n",
       " 18  5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司   \n",
       " 19  5d1ea8a63ee8b11dd4aa762703u.png             赛意信息   \n",
       " 20  5c2dd4d5570cb1037dc5f1b606u.png               千聊   \n",
       " 21  640004a57c10f953d8f3b1b402u.png             立林科技   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png  某国内大型基金/证券/期货公司   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司   \n",
       " 24  619358229853d204530ec28e03u.png             葵花药业   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          某广州游戏公司   \n",
       " 26  5cece8199fae687d437913a708u.png            Qinda   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png          某知名基金公司   \n",
       " 28  6204d5c82d249250e33f030008u.png             泉能药业   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司   \n",
       " 31  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       " 32  61b07937d0458d53c627567e02u.jpg             磐世科技   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png     某知名计算机软件上市公司   \n",
       " 34  6407f5d3a62c5e5a8dcc4aeb06u.png            泰容亿科技   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司   \n",
       " 36  63b4d9f0a0380858a9711da306u.png             嘉为科技   \n",
       " 37  5bfea0bd74719d2aa34c05b003a.png     广州天迅网络科技有限公司   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png     某国内计算机软件上市公司   \n",
       " 39  639937af821c6d513110e83301u.png             探迹科技   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0                                                     基金/证券/期货   \n",
       " 1    https://www.liepin.com/company/8681801/              科技金融   \n",
       " 2   https://www.liepin.com/company/12179645/                制药   \n",
       " 3    https://www.liepin.com/company/8166526/                游戏   \n",
       " 4    https://www.liepin.com/company/8836020/               互联网   \n",
       " 5   https://www.liepin.com/company/12259667/              人工智能   \n",
       " 6                                                          互联网   \n",
       " 7    https://www.liepin.com/company/8082331/               互联网   \n",
       " 8    https://www.liepin.com/company/8836020/               互联网   \n",
       " 9   https://www.liepin.com/company/13255271/          食品/饮料/酒水   \n",
       " 10   https://www.liepin.com/company/8634680/          基金/证券/期货   \n",
       " 11   https://www.liepin.com/company/9575786/               互联网   \n",
       " 12   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       " 13  https://www.liepin.com/company/12259667/              人工智能   \n",
       " 14  https://www.liepin.com/company/13304319/               互联网   \n",
       " 15   https://www.liepin.com/company/8770675/                制药   \n",
       " 16  https://www.liepin.com/company/12259667/              人工智能   \n",
       " 17   https://www.liepin.com/company/9810485/              医药流通   \n",
       " 18  https://www.liepin.com/company/12259667/              人工智能   \n",
       " 19    https://www.liepin.com/company/170110/             计算机软件   \n",
       " 20   https://www.liepin.com/company/8975743/           在线社交/媒体   \n",
       " 21   https://www.liepin.com/company/5998859/       电子/半导体/集成电路   \n",
       " 22                                                    基金/证券/期货   \n",
       " 23                                                        电子商务   \n",
       " 24  https://www.liepin.com/company/12986305/                制药   \n",
       " 25                                                          游戏   \n",
       " 26   https://www.liepin.com/company/7956379/             机械/设备   \n",
       " 27                                                    基金/证券/投资   \n",
       " 28   https://www.liepin.com/company/8770675/                制药   \n",
       " 29                                                        电子商务   \n",
       " 30                                                        电子商务   \n",
       " 31   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       " 32  https://www.liepin.com/company/13448295/              电子商务   \n",
       " 33                                                       计算机软件   \n",
       " 34  https://www.liepin.com/company/13450471/              电子商务   \n",
       " 35                                                        电子商务   \n",
       " 36   https://www.liepin.com/company/8635284/              IT服务   \n",
       " 37   https://www.liepin.com/company/9257569/             计算机软件   \n",
       " 38                                                       计算机软件   \n",
       " 39   https://www.liepin.com/company/8836020/               互联网   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  comp.compId  \n",
       " 0              NaN             NaN          NaN  \n",
       " 1                                     8681801.0  \n",
       " 2                                    12179645.0  \n",
       " 3                                     8166526.0  \n",
       " 4                                     8836020.0  \n",
       " 5                                    12259667.0  \n",
       " 6              NaN             NaN          NaN  \n",
       " 7                                     8082331.0  \n",
       " 8                                     8836020.0  \n",
       " 9                                    13255271.0  \n",
       " 10                                    8634680.0  \n",
       " 11                                    9575786.0  \n",
       " 12                                    1421537.0  \n",
       " 13                                   12259667.0  \n",
       " 14                                   13304319.0  \n",
       " 15                                    8770675.0  \n",
       " 16                                   12259667.0  \n",
       " 17                                    9810485.0  \n",
       " 18                                   12259667.0  \n",
       " 19                                     170110.0  \n",
       " 20                                    8975743.0  \n",
       " 21                                    5998859.0  \n",
       " 22             NaN             NaN          NaN  \n",
       " 23             NaN             NaN          NaN  \n",
       " 24                                   12986305.0  \n",
       " 25             NaN             NaN          NaN  \n",
       " 26                                    7956379.0  \n",
       " 27             NaN             NaN          NaN  \n",
       " 28                                    8770675.0  \n",
       " 29             NaN             NaN          NaN  \n",
       " 30             NaN             NaN          NaN  \n",
       " 31                                    1421537.0  \n",
       " 32                                   13448295.0  \n",
       " 33             NaN             NaN          NaN  \n",
       " 34                                   13450471.0  \n",
       " 35             NaN             NaN          NaN  \n",
       " 36                                    8635284.0  \n",
       " 37                                    9257569.0  \n",
       " 38             NaN             NaN          NaN  \n",
       " 39                                    8836020.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%225%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%225%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"32900145\",\"imId\":\"f107...   \n",
       " 1   {\"jobKind\":\"5\",\"jobId\":\"101951\",\"userId\":\"\",\"r...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"55322015\",\"imId\":\"c819...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"56102455\",\"imId\":\"f04a...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"55079225\",\"imId\":\"c819...   \n",
       " 5   {\"jobKind\":\"2\",\"jobId\":\"49657973\",\"imId\":\"a626...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"44615305\",\"imId\":\"d4fb...   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"42064969\",\"imId\":\"7c51...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"56099491\",\"imId\":\"4dd9...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"46860665\",\"imId\":\"993e...   \n",
       " 10  {\"jobKind\":\"2\",\"jobId\":\"47448393\",\"imId\":\"16c9...   \n",
       " 11  {\"jobKind\":\"2\",\"jobId\":\"48269677\",\"imId\":\"8460...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"43926033\",\"imId\":\"7508...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"36463011\",\"imId\":\"9de0...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"26971885\",\"imId\":\"d750...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"54408965\",\"imId\":\"8c92...   \n",
       " 16  {\"jobKind\":\"5\",\"jobId\":\"81941\",\"userId\":\"\",\"re...   \n",
       " 17  {\"jobKind\":\"2\",\"jobId\":\"36553741\",\"imId\":\"968f...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"48275101\",\"imId\":\"d755...   \n",
       " 19  {\"jobKind\":\"2\",\"jobId\":\"39779721\",\"imId\":\"5dca...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"44214737\",\"imId\":\"90a9...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"26144013\",\"imId\":\"69f5...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"27782479\",\"imId\":\"5da5...   \n",
       " 23  {\"jobKind\":\"1\",\"jobId\":\"46559631\",\"imId\":\"e5d2...   \n",
       " 24  {\"jobKind\":\"1\",\"jobId\":\"46553801\",\"imId\":\"0169...   \n",
       " 25  {\"jobKind\":\"1\",\"jobId\":\"46181423\",\"imId\":\"6743...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"56087765\",\"imId\":\"0c3c...   \n",
       " 27  {\"jobKind\":\"1\",\"jobId\":\"45272543\",\"imId\":\"6b7c...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"44777567\",\"imId\":\"e470...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"44296619\",\"imId\":\"aff6...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46472095\",\"imId\":\"b62b...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"46471457\",\"imId\":\"7ef8...   \n",
       " 32  {\"jobKind\":\"1\",\"jobId\":\"46487809\",\"imId\":\"8e00...   \n",
       " 33  {\"jobKind\":\"1\",\"jobId\":\"45950003\",\"imId\":\"7e7f...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"57348553\",\"imId\":\"56f1...   \n",
       " 35  {\"jobKind\":\"1\",\"jobId\":\"46492529\",\"imId\":\"b591...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"57974035\",\"imId\":\"5ead...   \n",
       " 37  {\"jobKind\":\"1\",\"jobId\":\"45947671\",\"imId\":\"cb19...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"33472569\",\"imId\":\"0462...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"46557423\",\"imId\":\"b9f1...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                            [电商产品, 跨境电商, 电子商务, 团队管理]           2   \n",
       " 1                                                  []           5   \n",
       " 2                                              [to B]           2   \n",
       " 3        [Visio, Axure, 产品设计, 工具产品, 需求挖掘, 原型设计, 产品规划]           2   \n",
       " 4                                              [to B]           2   \n",
       " 5                                              [to B]           2   \n",
       " 6                                               [ppt]           2   \n",
       " 7              [ppt, 架构设计, axure, visio, xmind, 数据分析]           2   \n",
       " 8               [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]           2   \n",
       " 9                                 [供应链产品, 电子商务, to B]           2   \n",
       " 10  [电商产品, IT互联网, 电子商务, 产品设计, 移动端产品, 产品优化, 用户研究, 产...           2   \n",
       " 11                                             [策略产品]           2   \n",
       " 12        [axure, 产品设计, visio, xmind, o2o, ppt, 需求分析]           2   \n",
       " 13                                       [产品设计, 需求分析]           2   \n",
       " 14                    [产品设计, axure, visio, ppt, 需求分析]           2   \n",
       " 15                     [语音产品, 产品规划, 产品设计, 竞品分析, 社交产品]           2   \n",
       " 16                                                 []           5   \n",
       " 17                          [ppt, axure, visio, 硬件产品]           2   \n",
       " 18                      [产品规划, 云平台, 软硬件集成, 从0到1的规划产品]           2   \n",
       " 19                              [axure, visio, xmind]           2   \n",
       " 20                                 [数据分析, 需求分析, 数据产品]           2   \n",
       " 21                                             [产品设计]           2   \n",
       " 22                                             [数据分析]           2   \n",
       " 23                [策略产品, 化妆品, 团队管理, 产品优化, 产品设计, 产品规划]           1   \n",
       " 24                                [临床项目管理, CRA, 抗肿瘤药]           1   \n",
       " 25                         [市场推广, 市场调研分析, 市场策划, 活动策划]           1   \n",
       " 26         [平台产品, 智慧城市, 产品规划, 产品设计, 需求分析, 用户研究, 团队管理]           2   \n",
       " 27                           [产品分析, 产品设计, 产品开发, 产品推广]           1   \n",
       " 28  [工具产品, 养老机构, 人工智能, 产品设计, 产品规划, 用户研究, 产品优化, 竞品分...           2   \n",
       " 29                                                 []           1   \n",
       " 30  [投资产品, IT互联网, 产品设计, 产品规划, 流程设计, 交互设计, 竞品分析, 团队管理]           1   \n",
       " 31                                            [IT互联网]           1   \n",
       " 32  [投资产品, IT互联网, 产品设计, 产品规划, 流程设计, 交互设计, 竞品分析, 团队管理]           1   \n",
       " 33  [产品设计, 产品规划, 金融产品, 投资产品, IT互联网, 智能硬件, 计算机软件, 智...           1   \n",
       " 34  [IT互联网, SaaS系统, 通讯/网络设备, 产品规划, 产品设计, Axure, 需求...           2   \n",
       " 35  [投资产品, IT互联网, 产品设计, 产品规划, 交互设计, 流程设计, 竞品分析, 团队管理]           1   \n",
       " 36                                                 []           2   \n",
       " 37  [产品规划, 数据产品, 金融产品, 投资产品, IT互联网, 计算机软件, 智慧城市, 金...           1   \n",
       " 38              [医疗, 大健康, 慢病, 治未病, 专科医生, 执业医师证, 医学产品]           2   \n",
       " 39   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]           2   \n",
       " \n",
       "                job.title job.jobId job.refreshTime job.requireEduLevel  \\\n",
       " 0          跨境电商产品经理（汽配类）  32900145  20221207141404                  本科   \n",
       " 1                APP产品经理    101951  20230518114931                  本科   \n",
       " 2     （储备）产品经理--20-22届本科  55322015  20230104143051                统招本科   \n",
       " 3                 软件产品经理  56102455  20230214164326                  本科   \n",
       " 4               （储备）产品经理  55079225  20221215110632                  硕士   \n",
       " 5                 高级产品经理  49657973  20220721212449                  本科   \n",
       " 6                   产品经理  44615305  20211108093935                  硕士   \n",
       " 7   高级TMS产品经理 (MJ003188)  42064969  20221107164047                  大专   \n",
       " 8                   产品经理  56099491  20230214160846                  本科   \n",
       " 9   高级TMS产品经理 (MJ005645)  46860665  20221114195350                  大专   \n",
       " 10                  产品经理  47448393  20220224164403                  大专   \n",
       " 11                医药产品经理  48269677  20220322172425                  本科   \n",
       " 12                电商产品经理  43926033  20211022104329                  大专   \n",
       " 13                  产品经理  36463011  20210302162200                统招本科   \n",
       " 14                  产品经理  26971885  20200326105707                统招本科   \n",
       " 15                  产品经理  54408965  20221124165359                统招本科   \n",
       " 16                  产品经理     81941  20211228185506                  本科   \n",
       " 17              智能硬件产品经理  36553741  20210421152632                  本科   \n",
       " 18                高级产品经理  48275101  20220323075110                  本科   \n",
       " 19                  产品经理  39779721  20210603103127                学历不限   \n",
       " 20                  产品经理  44214737  20211025125038                  本科   \n",
       " 21                人脸产品经理  26144013  20211201094740                  硕士   \n",
       " 22                高级产品经理  27782479  20200426160651                  本科   \n",
       " 23              香薰香氛产品经理  46559631  20230530215233                学历不限   \n",
       " 24      临床项目经理PM（M-Sr.M）  46553801  20230530142948                统招本科   \n",
       " 25                 产品线经理  46181423  20230526133150               本科及以上   \n",
       " 26      软件开发产品经理(智慧停车方向)  56087765  20230525143432                  本科   \n",
       " 27                高级产品经理  45272543  20230531101531               本科及以上   \n",
       " 28                  产品经理  44777567  20221128170449                  大专   \n",
       " 29             心血管产品线总经理  44296619  20230310203843               硕士及以上   \n",
       " 30                  产品经理  46472095  20230526114444               本科及以上   \n",
       " 31               产品经理/主管  46471457  20230526113415                统招本科   \n",
       " 32                  产品经理  46487809  20230526174603                统招本科   \n",
       " 33                  产品经理  45950003  20230509134334               本科及以上   \n",
       " 34         高级产品经理（国际车联网）  57348553  20230531115348                  本科   \n",
       " 35                  产品经理  46492529  20230527113718               本科及以上   \n",
       " 36             产品经理/产品总监  57974035  20230424154819                  本科   \n",
       " 37                  产品经理  45947671  20230509115914               本科及以上   \n",
       " 38                  产品经理  33472569  20230526093319                  硕士   \n",
       " 39                家具产品经理  46557423  20220729142500                  本科   \n",
       " \n",
       "     job.topJob job.requireWorkYears  ... recruiter.recruiterTitle  \\\n",
       " 0        False                 3-5年  ...                      HRM   \n",
       " 1        False                 经验不限  ...                  RPO项目经理   \n",
       " 2        False                 经验不限  ...                       HR   \n",
       " 3        False                 3-5年  ...                     人事主管   \n",
       " 4        False                 经验不限  ...                       HR   \n",
       " 5        False                5-10年  ...                     技术专家   \n",
       " 6        False                 经验不限  ...                       hr   \n",
       " 7        False                 3-5年  ...                 助理顾问(AC)   \n",
       " 8        False                 1-3年  ...                  人力行政实习生   \n",
       " 9        False                5-10年  ...                   高级HRBP   \n",
       " 10       False                5-10年  ...                     人事经理   \n",
       " 11       False                 经验不限  ...                市场经理-南中国区   \n",
       " 12       False                5-10年  ...                     人事经理   \n",
       " 13       False                 3-5年  ...                       招聘   \n",
       " 14       False                 3-5年  ...                    项目负责人   \n",
       " 15       False                 3-5年  ...                    产品负责人   \n",
       " 16       False                5-10年  ...                  RPO项目经理   \n",
       " 17       False                 3-5年  ...                            \n",
       " 18       False                 3-5年  ...            行政人事主管兼跟单执行主管   \n",
       " 19       False                 3-5年  ...                            \n",
       " 20       False                 3-5年  ...                   高级产品经理   \n",
       " 21       False                 3-5年  ...             人力资源经理（HRBP）   \n",
       " 22       False                 3-5年  ...                     行政主管   \n",
       " 23       False                5-10年  ...                     猎头顾问   \n",
       " 24       False                 经验不限  ...                     猎头顾问   \n",
       " 25       False                 3-5年  ...                     猎头顾问   \n",
       " 26       False                5-10年  ...                 高级人力资源经理   \n",
       " 27       False                 3-5年  ...                     猎头顾问   \n",
       " 28       False                 3-5年  ...                   薪酬绩效主管   \n",
       " 29       False                 1-3年  ...                     猎头顾问   \n",
       " 30       False                 3-5年  ...                     猎头顾问   \n",
       " 31       False                 3-5年  ...                     猎头顾问   \n",
       " 32       False                 3-5年  ...                     猎头顾问   \n",
       " 33       False                 3-5年  ...                     猎头顾问   \n",
       " 34       False                5-10年  ...                       HR   \n",
       " 35       False                 3-5年  ...                     猎头顾问   \n",
       " 36       False                 3-5年  ...                     HRBP   \n",
       " 37       False                 3-5年  ...                     猎头顾问   \n",
       " 38       False                 3-5年  ...                    招聘负责人   \n",
       " 39       False                 1-3年  ...                     hrbp   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   40b37758e5e02f3a8b0a6c5ea7ccbedc   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 1                                      62397ceb8d8cb936e33b656408u.jpg   \n",
       " 2   5101bdeab7487e5c1d0a1fdec36fba93   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3   e06da174bac740c0dcb39e8c96510963   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 4   5101bdeab7487e5c1d0a1fdec36fba93   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5   770fd9269a598e4d5851f9e831575af2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 6   d77309e6bf9d7e786f017219b685b3a5   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7   9294a5a1e3837c5ebb372434d8d59956   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   93dd604f1509212fa3eb4df9e13b6d62   63ec2b240a1ead27bd40dc1505u.png   \n",
       " 9   127f3b10cf2c06da2fd83708f3c78a50   61b2cced946f8b1203a09d3a05u.jpg   \n",
       " 10  6b69b564e7d96f6957441703e35c1686   5f8f986aea60860b75384fab08u.jpg   \n",
       " 11  6f57a32e50994e4647c9f796d9c872c4   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 12  90a31a1ce356789d22f576c5751640a7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 13  a3d3406c376771a0d00ab337c61ad605   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 14  fd8ba1b4a1e28f5057220493e6d369dc   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 15  16f436d700ac589833de5a6e01825dbe   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 16                                     62284d7deb597f4086bdf39402u.png   \n",
       " 17  e1c7b3882d5d2f2a2bf15418f09ba552   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 18  ef415948e8dab676a7189d1942ecdf2f   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  a378bf20a766208b1c3b7a7f7704bbab   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 20  c49aec5f6b7e421435b63e879a350991   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 21  e1679bb8bef24bc7698fe5fe740fcb34   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 22  49163bd4fa89bf0bdac45f78082742a1   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23  503b136d1759804d13b6410b5d8eb23f   54d0c12f712e894a54c70c3202c.jpg   \n",
       " 24  047cc40352e1ea851229b2f6dd5c191a   5f8fa3baf6d1ab58476f324908u.png   \n",
       " 25  261dbbf763066763b00b4c109711acbd   606fab6254b1b8300056a55003u.jpg   \n",
       " 26  41cedbac181dd6d3e663f14002a40373   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 27  0978158a61aedbe64ca882f29d8ed92e   5f51bce8ea60860b7513d86608u.jpg   \n",
       " 28  6afb9e15f4e5174edc219005a98a9d91   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  1f85cb9fa2d342ded02e1a3cb9420619   6246e8b3bc8c77795d23422d03u.png   \n",
       " 30  27491515ae0e7eddc0a11a10ee1bbd8a   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 31  60e83c202d0308f60ac23471785849c3   63b7da1daff6e43922308d4006u.jpg   \n",
       " 32  94f1fe4f8d21ec44afbd16f2f550c853  634eb118d0f2153aafea630603u.jpeg   \n",
       " 33  62cc51fe30dd26c571916d2d98ad5e23   5f8fa3a8ea60860b75385c7208u.png   \n",
       " 34  6753dcdc8fb92609fc5d662766da2fde   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 35  213eba18226592b06c75fef568572920   6343dd04b231a360aab36e5401u.png   \n",
       " 36  42614c1d2d4821e988857d37f29c3fd3   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 37  32ae9f388ef66b93da6124f437ea7644   5f8fa3baf6d1ab58476f324908u.png   \n",
       " 38  eb1ba16168084c7f26d13a142635efaf   5cf61c8f501544662c8dbdd707u.png   \n",
       " 39  a2d2354bf657634e4912f8ab59d2cc03   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " \n",
       "    comp.compId                    comp.compLogo    comp.compName  \\\n",
       " 0    8805672.0  5bfe99a174719df0ac99ac3903a.png    广州广颖创网络科技有限公司   \n",
       " 1    8646248.0  613868297cc97c6c99be0da704u.png     中国南方航空股份有限公司   \n",
       " 2    8635284.0  63b4d9f0a0380858a9711da306u.png             嘉为科技   \n",
       " 3   12719461.0  61b07937d0458d53c627567e02u.jpg             云山能源   \n",
       " 4    8635284.0  63b4d9f0a0380858a9711da306u.png             嘉为科技   \n",
       " 5    7987284.0  5bfe9f9274719d2aa34bcbd203a.png             东信北邮   \n",
       " 6   12984749.0  61b07937d0458d53c627567e02u.jpg  广州试界医学检验实验室有限公司   \n",
       " 7    8706847.0  5c64c511261c45f22d50d39303u.png            SHEIN   \n",
       " 8   13001749.0  61a5bb22f96ca95918aa2e9206u.png     广东森宝文化实业有限公司   \n",
       " 9    8706847.0  5c64c511261c45f22d50d39303u.png            SHEIN   \n",
       " 10  12677101.0  606d59958d904e76c73870ea05u.png     广东速狐信息科技有限公司   \n",
       " 11  12258551.0  5ff685278ad5277f6add7a0205u.png         康方药业有限公司   \n",
       " 12  12578057.0  61b07937d0458d53c627567e02u.jpg       广东莫比科技有限公司   \n",
       " 13   2485521.0  5bfe908f74719d35745aa94c03a.png            碧桂园集团   \n",
       " 14  12188507.0  61b07937d0458d53c627567e02u.jpg    广州学魁榜信息科技有限公司   \n",
       " 15  13359817.0  61b07937d0458d53c627567e02u.jpg   虚幻矩阵(深圳)科技有限公司   \n",
       " 16   8634680.0  59521e0c703287e466cf3ed205a.jpg             广发基金   \n",
       " 17   8979523.0  5bfe976374719df0ac9937ba03a.png       浩云科技股份有限公司   \n",
       " 18  13166217.0  61b07937d0458d53c627567e02u.jpg      广州雅滋乐科技有限公司   \n",
       " 19   8361671.0  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司   \n",
       " 20   8836020.0  639937af821c6d513110e83301u.png             探迹科技   \n",
       " 21   2115085.0  5bfea4ec74719d2aa34cd0ba03a.png     佳都科技集团股份有限公司   \n",
       " 22  12221021.0  61b07937d0458d53c627567e02u.jpg    福建省融汇信息科技有限公司   \n",
       " 23         NaN  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 24         NaN  60e2fe0bf3df194a3c48adb502u.png            某制药公司   \n",
       " 25         NaN  60e2fe0bf3df194a3c48adb502u.png        国内某上市医疗公司   \n",
       " 26   1962886.0  5d5a46164ebeb1284dff8dec06u.png         佳都集团有限公司   \n",
       " 27         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州大型工艺品公司   \n",
       " 28  12327441.0  63f7276c8a431710214e379803u.png             视声智能   \n",
       " 29         NaN  60e2fe0bf3df194a3c48adb502u.png      某广州医疗设备上市公司   \n",
       " 30         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司   \n",
       " 31         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司   \n",
       " 32         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司   \n",
       " 33         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司   \n",
       " 34  13073073.0  621326142d9e311f5012350303u.png             行致互联   \n",
       " 35         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司   \n",
       " 36   9481726.0  5fffec85f7c9ec4dfc5cd10105u.png      广州众诺微电子有限公司   \n",
       " 37         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司   \n",
       " 38   8722676.0  5ce4f613d3ced448645c698601u.png       康合慢病防治研究中心   \n",
       " 39  10239197.0  60646aae992c4240ea9983b905u.png             爆米科技   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0    https://www.liepin.com/company/8805672/       500-999人              电子商务   \n",
       " 1                                        NaN       10000人以上          货运/物流/仓储   \n",
       " 2    https://www.liepin.com/company/8635284/       500-999人              IT服务   \n",
       " 3   https://www.liepin.com/company/12719461/         50-99人              通信设备   \n",
       " 4    https://www.liepin.com/company/8635284/       500-999人              IT服务   \n",
       " 5    https://www.liepin.com/company/7987284/     1000-2000人              通信设备   \n",
       " 6   https://www.liepin.com/company/12984749/          1-49人            专业技术服务   \n",
       " 7    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 8   https://www.liepin.com/company/13001749/     1000-2000人               工艺品   \n",
       " 9    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 10  https://www.liepin.com/company/12677101/          1-49人             计算机软件   \n",
       " 11  https://www.liepin.com/company/12258551/     1000-2000人                制药   \n",
       " 12  https://www.liepin.com/company/12578057/          1-49人            专业技术服务   \n",
       " 13   https://www.liepin.com/company/2485521/       10000人以上           房地产开发经营   \n",
       " 14  https://www.liepin.com/company/12188507/          1-49人             计算机软件   \n",
       " 15  https://www.liepin.com/company/13359817/         50-99人               互联网   \n",
       " 16                                       NaN       500-999人          基金/证券/期货   \n",
       " 17   https://www.liepin.com/company/8979523/     1000-2000人             计算机软件   \n",
       " 18  https://www.liepin.com/company/13166217/          1-49人               互联网   \n",
       " 19   https://www.liepin.com/company/8361671/       10000人以上               互联网   \n",
       " 20   https://www.liepin.com/company/8836020/     2000-5000人               互联网   \n",
       " 21   https://www.liepin.com/company/2115085/     2000-5000人             计算机软件   \n",
       " 22  https://www.liepin.com/company/12221021/       100-499人            专业技术服务   \n",
       " 23                                                    1-49人            专业技术服务   \n",
       " 24                                                   50-99人                制药   \n",
       " 25                                                 500-999人              医疗器械   \n",
       " 26   https://www.liepin.com/company/1962886/       500-999人          基金/证券/期货   \n",
       " 27                                               1000-2000人               工艺品   \n",
       " 28  https://www.liepin.com/company/12327441/       100-499人              通信设备   \n",
       " 29                                                 500-999人              医疗器械   \n",
       " 30                                                 100-499人             计算机软件   \n",
       " 31                                                 100-499人             计算机软件   \n",
       " 32                                                 100-499人             计算机软件   \n",
       " 33                                                 100-499人             计算机软件   \n",
       " 34  https://www.liepin.com/company/13073073/       100-499人             计算机软件   \n",
       " 35                                                 100-499人             计算机软件   \n",
       " 36   https://www.liepin.com/company/9481726/       100-499人       电子/半导体/集成电路   \n",
       " 37                                                 100-499人             计算机软件   \n",
       " 38   https://www.liepin.com/company/8722676/       100-499人              医疗机构   \n",
       " 39  https://www.liepin.com/company/10239197/       500-999人              电子商务   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1           沪深A股上市  \n",
       " 2               B轮  \n",
       " 3              NaN  \n",
       " 4               B轮  \n",
       " 5              NaN  \n",
       " 6              NaN  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9              NaN  \n",
       " 10           融资未公开  \n",
       " 11             NaN  \n",
       " 12             NaN  \n",
       " 13             NaN  \n",
       " 14             NaN  \n",
       " 15             NaN  \n",
       " 16             NaN  \n",
       " 17          沪深A股上市  \n",
       " 18             NaN  \n",
       " 19             已上市  \n",
       " 20              B轮  \n",
       " 21          沪深A股上市  \n",
       " 22           融资未公开  \n",
       " 23           融资未公开  \n",
       " 24              B轮  \n",
       " 25             已上市  \n",
       " 26             NaN  \n",
       " 27              其他  \n",
       " 28              A轮  \n",
       " 29             已上市  \n",
       " 30           融资未公开  \n",
       " 31           融资未公开  \n",
       " 32           融资未公开  \n",
       " 33           融资未公开  \n",
       " 34             NaN  \n",
       " 35           融资未公开  \n",
       " 36              A轮  \n",
       " 37           融资未公开  \n",
       " 38              A轮  \n",
       " 39              B轮  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57162741\",\"recruiterName\":\"温女士\",\"imI...   \n",
       " 1   {\"jobId\":\"46474681\",\"recruiterName\":\"钱女士\",\"imI...   \n",
       " 2   {\"jobId\":\"45054073\",\"recruiterName\":\"沈女士\",\"imI...   \n",
       " 3   {\"jobId\":\"58518351\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 4   {\"jobId\":\"46470089\",\"recruiterName\":\"何先生\",\"imI...   \n",
       " 5   {\"jobId\":\"58388327\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 6   {\"jobId\":\"45039771\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 7   {\"jobId\":\"56606627\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 8   {\"jobId\":\"56015599\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 9   {\"jobId\":\"54238355\",\"recruiterName\":\"任先生\",\"imI...   \n",
       " 10  {\"jobId\":\"49115549\",\"recruiterName\":\"容女士\",\"imI...   \n",
       " 11  {\"jobId\":\"56015441\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 12  {\"jobId\":\"44638211\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " 13  {\"jobId\":\"49695065\",\"recruiterName\":\"苏女士\",\"imI...   \n",
       " 14  {\"jobId\":\"41293593\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 15  {\"jobId\":\"46570137\",\"recruiterName\":\"张先生\",\"imI...   \n",
       " 16  {\"jobId\":\"53138179\",\"recruiterName\":\"潘女士\",\"imI...   \n",
       " 17  {\"jobId\":\"57495869\",\"recruiterName\":\"潘女士\",\"imI...   \n",
       " 18  {\"jobId\":\"55540905\",\"recruiterName\":\"康女士\",\"imI...   \n",
       " 19  {\"jobId\":\"58662335\",\"recruiterName\":\"夏女士\",\"imI...   \n",
       " 20  {\"jobId\":\"51415121\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 21  {\"jobId\":\"41342765\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 22  {\"jobId\":\"41342655\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 23  {\"jobId\":\"53437269\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       " 24  {\"jobId\":\"53814333\",\"recruiterName\":\"罗女士\",\"imI...   \n",
       " 25  {\"jobId\":\"33840341\",\"recruiterName\":\"谢女士\",\"imI...   \n",
       " 26  {\"jobId\":\"52637711\",\"recruiterName\":\"罗女士\",\"imI...   \n",
       " 27  {\"jobId\":\"51647659\",\"recruiterName\":\"罗女士\",\"imI...   \n",
       " 28  {\"jobId\":\"58242511\",\"recruiterName\":\"詹女士\",\"imI...   \n",
       " 29  {\"jobId\":\"46444631\",\"recruiterName\":\"吴先生\",\"imI...   \n",
       " 30  {\"jobId\":\"44287019\",\"recruiterName\":\"王先生\",\"imI...   \n",
       " 31  {\"jobId\":\"57380389\",\"recruiterName\":\"邓先生\",\"imI...   \n",
       " 32  {\"jobId\":\"57770469\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 33  {\"jobId\":\"58150795\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 34  {\"jobId\":\"36202897\",\"recruiterName\":\"李先生\",\"imI...   \n",
       " 35  {\"jobId\":\"57326451\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 36  {\"jobId\":\"55032221\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 37  {\"jobId\":\"58363297\",\"recruiterName\":\"郑女士\",\"imI...   \n",
       " 38  {\"jobId\":\"56493805\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 39  {\"jobId\":\"58230073\",\"recruiterName\":\"李女士\",\"imI...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0               [智能硬件, 房地产行业, 汽车行业, 用户研究, 产品规划, 产品设计]                   \n",
       " 1   [投资产品, 皮革/纺织/服装, IT互联网, 产品设计, 产品规划, 流程设计, 交互设计...             NaN   \n",
       " 2   [ERP产品, CRM产品, 中台产品, 后台产品, CRM系统, to C, to B, ...             NaN   \n",
       " 3   [IT互联网, 产品规划, 产品设计, Axure, 需求分析, 竞品分析, 用户研究, 市...                   \n",
       " 4   [投资产品, IT互联网, 产品设计, 产品规划, 流程设计, 交互设计, 竞品分析, 团队管理]             NaN   \n",
       " 5   [投资产品, IT互联网, 皮革/纺织/服装, 产品设计, 产品规划, 竞品分析, 流程设计...                   \n",
       " 6                              [产品经理, MCS系统, B2B报价系统]             NaN   \n",
       " 7   [通讯/网络设备, SaaS系统, IT互联网, 产品规划, 产品设计, 需求调研, 需求分...                   \n",
       " 8   [工具产品, 资讯产品, 供应链产品, 财务产品, 医疗行业, 医院, IT互联网, 产品设...                   \n",
       " 9   [后台产品, 制造业, 需求分析, 产品规划, 产品设计, 需求管理, CRM产品, to ...                   \n",
       " 10  [工具产品, 商业产品, 策略产品, to C, 团队管理, 产品优化, 产品规划, 产品设...                   \n",
       " 11  [OA产品, 供应链产品, 财务产品, 工具产品, IT互联网, 产品设计, 产品规划, 用...                   \n",
       " 12             [产品设计, axure, visio, xmind, erp, 需求分析]                   \n",
       " 13                                       [用户研究, 产品设计]                   \n",
       " 14                                             [数据分析]                   \n",
       " 15  [风控产品, 策略产品, 金融产品, 投资产品, 金融行业, 金融理财/贷款, 需求分析, ...             NaN   \n",
       " 16                                  [传感器, 模拟芯片, 数字芯片]                   \n",
       " 17                           [信号测量, 雷达配套, 无线通信, 仪器设备]                   \n",
       " 18                                      [工具产品, 移动端产品]                   \n",
       " 19                                      [计算机软件, 团队管理]                   \n",
       " 20                  [产品经理, 智能硬件产品, 智能硬件, 车载产品, 行车记录仪]                   \n",
       " 21                                                 []                   \n",
       " 22                                                 []                   \n",
       " 23                             [数据产品经理, 数据可视化, 大数据平台]                   \n",
       " 24                                 [数据产品, 商业产品, 产品规划]                   \n",
       " 25                                                 []                   \n",
       " 26                                 [数据产品, 商业产品, 产品规划]                   \n",
       " 27                                       [数据分析, 软件开发]                   \n",
       " 28  [客户端产品, 数据产品, 海外产品, to C, 产品优化, 用户研究, 数据分析, 团队...                   \n",
       " 29                     [安全产品, 数据产品, 信息安全, 产品设计, 产品规划]             NaN   \n",
       " 30                                      [工具产品, 商业化产品]             NaN   \n",
       " 31                                             [数据分析]                   \n",
       " 32  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 产...                   \n",
       " 33  [OA产品, OA系统, 产品规划, 需求调研, 产品优化, 市场调研, 产品设计, Min...                   \n",
       " 34                                 [数据产品, b端产品, 内容产品]                   \n",
       " 35     [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]                   \n",
       " 36  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...                   \n",
       " 37  [硬件产品, 工具产品, 数据产品, 硬件系统集成, 智能硬件, SaaS系统, 人工智能,...                   \n",
       " 38             [产品设计, 需求分析, 跨境电商, ERP系统, to C, 供应链产品]                   \n",
       " 39  [支付产品, 工具产品, 供应链产品, 产品规划, 产品设计, 需求分析, 数据分析, 财务...                   \n",
       " \n",
       "    job.h5OuterLink                  job.title job.jobId job.refreshTime  \\\n",
       " 0                              市场产品经理(J10088)  57162741  20230531090704   \n",
       " 1              NaN          产品经理（投资、融资项目经验优先）  46474681  20230531111647   \n",
       " 2              NaN                       产品经理  45054073  20230531094826   \n",
       " 3                                     app产品经理  58518351  20230512170246   \n",
       " 4              NaN                       产品经理  46470089  20230531091653   \n",
       " 5                                        产品经理  58388327  20230509090105   \n",
       " 6              NaN                       产品经理  45039771  20230406101734   \n",
       " 7                                      海外产品经理  56606627  20230301164416   \n",
       " 8                                   互联网医疗产品经理  56015599  20230210200106   \n",
       " 9                                  产品经理（报价系统）  54238355  20221201154639   \n",
       " 10                    高级产品经理/产品负责人 (MJ000450)  49115549  20221102135858   \n",
       " 11                                  产品经理（数字化）  56015441  20230210194801   \n",
       " 12                                       产品经理  44638211  20211112142054   \n",
       " 13                                       产品经理  49695065  20220517093354   \n",
       " 14                                       产品经理  41293593  20210723095531   \n",
       " 15             NaN                    产品经理/主管  46570137  20230530194405   \n",
       " 16                               高级产品经理(芯片方向)  53138179  20230523101740   \n",
       " 17                  高级硬件产品经理（高速信号测量设备、雷达配套设备）  57495869  20230523101700   \n",
       " 18                                 产品经理（工具产品）  55540905  20230411145606   \n",
       " 19                                  产品经理（大健康）  58662335  20230518151428   \n",
       " 20                               高级产品经理（硬件产品）  51415121  20230426171852   \n",
       " 21                                 产品经理（金融产品）  41342765  20230316172434   \n",
       " 22                                产品经理（金融类产品）  41342655  20230316172436   \n",
       " 23                                     高级产品经理  53437269  20221028101152   \n",
       " 24                                   高级数据产品经理  53814333  20221110170838   \n",
       " 25                                       产品经理  33840341  20211213163928   \n",
       " 26                                     数据产品经理  52637711  20221110175854   \n",
       " 27                         高级数据产品经理（腾讯战略投资企业）  51647659  20220804143756   \n",
       " 28                  高级产品经理(海外HR产品） (MJ005267)  58242511  20230523103753   \n",
       " 29             NaN                     网安产品经理  46444631  20230525182720   \n",
       " 30             NaN             商业化产品经理-出海工具产品  44287019  20230530101222   \n",
       " 31                              硬件产品经理（照明类产品）  57380389  20230510110752   \n",
       " 32                  高级产品经理（OA流程产品） (MJ008114)  57770469  20230413110627   \n",
       " 33                  高级产品经理（海外HR产品） (MJ005267)  58150795  20230426123556   \n",
       " 34                                    安全类产品经理  36202897  20210926143125   \n",
       " 35                                     IT产品经理  57326451  20230412110555   \n",
       " 36                                     AI产品经理  55032221  20230510093042   \n",
       " 37                                  智慧物流-产品经理  58363297  20230508120246   \n",
       " 38                                    数字化产品经理  56493805  20230524100622   \n",
       " 39                              支付结算产品经理（供应链）  58230073  20230429161907   \n",
       " \n",
       "     job.salary  job.dq  ...                    recruiter.imId  \\\n",
       " 0   15-30k·15薪  广州-海珠区  ...  58c074a4de1787e1e4cd5c055e1e05ce   \n",
       " 1       14-22k      广州  ...  6f5fdf5cc285ce7b1837546e45eb3a29   \n",
       " 2       10-15k      广州  ...  1fe107e2091b37f9337193710fe42056   \n",
       " 3       13-15k  广州-番禺区  ...  7ccfc2557f491f6364d60f7256455132   \n",
       " 4       14-20k  广州-天河区  ...  aa7ced280e5a10e29ccf3dc45f6d7696   \n",
       " 5   14-22k·13薪  广州-天河区  ...  039144538872c0f64a7a04e7d95591ea   \n",
       " 6       10-15k  广州-增城区  ...  9f14288df001c0c215bfaefec8d20490   \n",
       " 7       15-20k  广州-番禺区  ...  7ccfc2557f491f6364d60f7256455132   \n",
       " 8       16-30k  广州-荔湾区  ...  f5bbbdcf559415be947e89eb780464e7   \n",
       " 9       10-18k  广州-增城区  ...  f899c1627eb21e004383db9bf147ecbd   \n",
       " 10  25-40k·13薪  广州-天河区  ...  306b42532355a96f527a3bdaa9ebdbbf   \n",
       " 11      15-22k  广州-荔湾区  ...  f5bbbdcf559415be947e89eb780464e7   \n",
       " 12       7-12k  广州-越秀区  ...  a7c1274d81ffbd5c8fa263ed17de85b1   \n",
       " 13      15-18k  广州-天河区  ...  521c466e5a593a52416531f89b829049   \n",
       " 14  15-20k·13薪      广州  ...  abdc4a6288cb408c67afc08fad36a30d   \n",
       " 15      15-20k      广州  ...  2fa27f1651f467d2c68319df6cd38213   \n",
       " 16  20-40k·13薪  广州-黄埔区  ...  42eb707943fc4de9f4d86ae938b4bcb8   \n",
       " 17  20-40k·13薪  广州-黄埔区  ...  42eb707943fc4de9f4d86ae938b4bcb8   \n",
       " 18      15-25k  广州-天河区  ...  419e123d9f6bdaed6dadb487287a091a   \n",
       " 19      15-20k  广州-天河区  ...  0eaaf782e06f926f61a8485668ee84be   \n",
       " 20      20-30k  广州-越秀区  ...  1fe1f195fb9b578b4036597854bcf58c   \n",
       " 21  15-20k·13薪  广州-海珠区  ...  03e8d37d540f7aacac365a663ca833da   \n",
       " 22   8-15k·13薪  广州-海珠区  ...  03e8d37d540f7aacac365a663ca833da   \n",
       " 23  15-30k·13薪  广州-天河区  ...  743806cafe8113287d9249b687d4adef   \n",
       " 24      20-25k      广州  ...  3710f9bad2f995196b15966466d2d9d8   \n",
       " 25       8-10k  广州-海珠区  ...  733590aa3299bcdf45913e3a4abf94f3   \n",
       " 26  20-30k·15薪  广州-天河区  ...  3710f9bad2f995196b15966466d2d9d8   \n",
       " 27  15-30k·13薪  广州-天河区  ...  3710f9bad2f995196b15966466d2d9d8   \n",
       " 28  18-30k·14薪  广州-番禺区  ...  d15649841fa9f78136a9a97efe6aa3ae   \n",
       " 29      12-18k      广州  ...  308154f4a7616ca0e474946c099a7055   \n",
       " 30  35-45k·18薪      广州  ...  ad7eaafa8ca25b964036597854bcf58c   \n",
       " 31      20-24k  广州-白云区  ...  d0ada58a7dbfa796816841a4612c5b46   \n",
       " 32  25-40k·14薪  广州-番禺区  ...  4031a8b6ac29071dd1ab17cab7c5f1ad   \n",
       " 33  20-40k·14薪  广州-番禺区  ...  4031a8b6ac29071dd1ab17cab7c5f1ad   \n",
       " 34  11-22k·18薪      广州  ...  ee8ece450dc970726dadb487287a091a   \n",
       " 35      20-26k  广州-越秀区  ...  5e5d95960f37ddf6882b84a174d57208   \n",
       " 36  25-30k·17薪  广州-天河区  ...  f8371723c2069cd2ec80943e31d35655   \n",
       " 37  25-40k·16薪  广州-南沙区  ...  193fbb5dfaa7d58a5d887c62117912b0   \n",
       " 38      25-40k  广州-越秀区  ...  ae28de7e05e365ec4905a3841e4dc3ea   \n",
       " 39  20-40k·16薪  广州-番禺区  ...  01bdff5bdd175f73bed9c63c695716f7   \n",
       " \n",
       "    recruiter.imUserType         recruiter.recruiterPhoto comp.compId  \\\n",
       " 0                     2  5f8f9865ea60860b75384fa508u.jpg  12518807.0   \n",
       " 1                     2  606fd15506b0c652ac59f83005u.jpg         NaN   \n",
       " 2                     2  5f9a26990c57e56b1d081a7d05u.jpg         NaN   \n",
       " 3                     2  5f8f98648dbe6273dcf8515508u.jpg   7865459.0   \n",
       " 4                     2  60594c6657e2d4506d05fbd404u.png         NaN   \n",
       " 5                     2  5f8f98648dbe6273dcf8515508u.jpg   1209002.0   \n",
       " 6                     2  5d541bac4ebeb1284dfb924f06u.jpg         NaN   \n",
       " 7                     2  5f8f98648dbe6273dcf8515508u.jpg   7865459.0   \n",
       " 8                     2  63e63f4c514e04107e341e8505u.png   2683308.0   \n",
       " 9                     2  5f8f986c79c7cc70efbf36c808u.jpg   1416243.0   \n",
       " 10                    2  5f8f98648dbe6273dcf8515508u.jpg   8593981.0   \n",
       " 11                    2  63e63f4c514e04107e341e8505u.png   2683308.0   \n",
       " 12                    2  5f8f98648dbe6273dcf8515508u.jpg   8947527.0   \n",
       " 13                    2  5f8f986779c7cc70efbf36c008u.jpg  13216605.0   \n",
       " 14                    2  5f8f986779c7cc70efbf36c008u.jpg   9249321.0   \n",
       " 15                    2  6474017858583974a4e25ccc04u.png         NaN   \n",
       " 16                    2  5f8f9863f6d1ab58476f246a08u.jpg  13000709.0   \n",
       " 17                    2  5f8f9863f6d1ab58476f246a08u.jpg  13000709.0   \n",
       " 18                    2  5de9b8bfcd52473b94f2fba308u.jpg   8835306.0   \n",
       " 19                    2  5f8f986779c7cc70efbf36c008u.jpg   8051983.0   \n",
       " 20                    2  5f8f9865ea60860b75384fa508u.jpg  12274147.0   \n",
       " 21                    2  5f8f9866dfb13a7dee342f1808u.jpg   8166526.0   \n",
       " 22                    2  5f8f9866dfb13a7dee342f1808u.jpg   8166526.0   \n",
       " 23                    2  5f8f9866dfb13a7dee342f1808u.jpg   8142858.0   \n",
       " 24                    2  5f8f9866dfb13a7dee342f1808u.jpg   8142858.0   \n",
       " 25                    2  5f8f98648dbe6273dcf8515508u.jpg   8179995.0   \n",
       " 26                    2  5f8f9866dfb13a7dee342f1808u.jpg   8142858.0   \n",
       " 27                    2  5f8f9866dfb13a7dee342f1808u.jpg   8142858.0   \n",
       " 28                    2  5f8f9865ea60860b75384fa508u.jpg   8706847.0   \n",
       " 29                    2  62259d6567be101bcd6d55f804u.png         NaN   \n",
       " 30                    2  61f1193429da04039cf1a74d03u.png         NaN   \n",
       " 31                    2  5f8f986aea60860b75384fab08u.jpg  13448295.0   \n",
       " 32                    2  5f8f9865ea60860b75384fa508u.jpg   8706847.0   \n",
       " 33                    2  5f8f9865ea60860b75384fa508u.jpg   8706847.0   \n",
       " 34                    2  5f8f986aea60860b75384fab08u.jpg   9095103.0   \n",
       " 35                    2  5f8f9865ea60860b75384fa508u.jpg   2250604.0   \n",
       " 36                    2  5f8f9863f6d1ab58476f246a08u.jpg   8879538.0   \n",
       " 37                    2  5f8f98648dbe6273dcf8515508u.jpg   9382502.0   \n",
       " 38                    2  5f8f9865ea60860b75384fa508u.jpg  13297665.0   \n",
       " 39                    2  62201c0397e97d36de7fadb308u.png   8537928.0   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compScale  \\\n",
       " 0   61a8328708dd5638aa9ca74806u.png             星河智联       100-499人   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司       100-499人   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png      某广州家具家电上市公司       10000人以上   \n",
       " 3   5bfe90cf74719d35745ab55f03a.png             软通动力       10000人以上   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司       100-499人   \n",
       " 5   5ef31b23543a971969dd1fb508u.jpg     广州合道信息科技有限公司       100-499人   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png     某大型知名家具/家居公司       10000人以上   \n",
       " 7   5bfe90cf74719d35745ab55f03a.png             软通动力       10000人以上   \n",
       " 8   63f6c4677e3d5966c1356dcc04u.png   绿瘦健康产业集团股份有限公司    5000-10000人   \n",
       " 9   62a1b6054b23010d43da188703u.png            索菲亚家居       10000人以上   \n",
       " 10  61ea13934a8b1628bab2c02e05u.png     广州小迈网络科技有限公司       500-999人   \n",
       " 11  63f6c4677e3d5966c1356dcc04u.png   绿瘦健康产业集团股份有限公司    5000-10000人   \n",
       " 12  5fd9ac8a1721db2a11d6bfe501u.png             亮健集团       500-999人   \n",
       " 13  61b07937d0458d53c627567e02u.jpg   广州数创未来科技信息有限公司       100-499人   \n",
       " 14  60f919edecacff0bd07ea1c308u.jpg             卓术信息         50-99人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司       100-499人   \n",
       " 16  620371dcd165a7223961e4c503u.png   广东人工智能与先进计算研究院       100-499人   \n",
       " 17  620371dcd165a7223961e4c503u.png   广东人工智能与先进计算研究院       100-499人   \n",
       " 18  5de9b7cf276e4871f4155d2a08u.jpg             至真信息       100-499人   \n",
       " 19  621eda48160f6209a1f5e5f906u.png             朗润集团       100-499人   \n",
       " 20  6094e88edf45a46a965afffc07u.png             中视信息       100-499人   \n",
       " 21  624a9b1378302f2c469582d607u.png           广州乐牛游戏       500-999人   \n",
       " 22  624a9b1378302f2c469582d607u.png           广州乐牛游戏       500-999人   \n",
       " 23  5dedef6acd52473b94f8ac3a02u.png              道一云       500-999人   \n",
       " 24  5dedef6acd52473b94f8ac3a02u.png              道一云       500-999人   \n",
       " 25  5a8fab848e50a4ca3814b5a205a.png             润都股份     1000-2000人   \n",
       " 26  5dedef6acd52473b94f8ac3a02u.png              道一云       500-999人   \n",
       " 27  5dedef6acd52473b94f8ac3a02u.png              道一云       500-999人   \n",
       " 28  5c64c511261c45f22d50d39303u.png            SHEIN    5000-10000人   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png       某广州计算机软件公司       100-499人   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png            某知名公司       100-499人   \n",
       " 31  61b07937d0458d53c627567e02u.jpg             磐世科技                  \n",
       " 32  5c64c511261c45f22d50d39303u.png            SHEIN    5000-10000人   \n",
       " 33  5c64c511261c45f22d50d39303u.png            SHEIN    5000-10000人   \n",
       " 34  6030a6c1701c060c94ace27002u.png  联通(广东)产业互联网有限公司     1000-2000人   \n",
       " 35  5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司    5000-10000人   \n",
       " 36  5bfe8f2574719d35745a61cf03a.png           中邮消费金融       500-999人   \n",
       " 37  5bfe916674719d35745ad27403a.png       小马智行科技有限公司       500-999人   \n",
       " 38  634f899ab0584d35822417cb06u.png  文峰荟(广州)企业管理有限公司       500-999人   \n",
       " 39  5bfea00c74719d2aa34be33603a.png     上海寻梦信息技术有限公司    5000-10000人   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  comp.compStage  \n",
       " 0               人工智能  https://www.liepin.com/company/12518807/             NaN  \n",
       " 1              计算机软件                                                     融资未公开  \n",
       " 2              家具/家居                                                       已上市  \n",
       " 3                互联网   https://www.liepin.com/company/7865459/             NaN  \n",
       " 4              计算机软件                                                     融资未公开  \n",
       " 5              计算机软件   https://www.liepin.com/company/1209002/           融资未公开  \n",
       " 6              家具/家居                                                       已上市  \n",
       " 7                互联网   https://www.liepin.com/company/7865459/             NaN  \n",
       " 8               医疗机构   https://www.liepin.com/company/2683308/             NaN  \n",
       " 9              家具/家居   https://www.liepin.com/company/1416243/          沪深A股上市  \n",
       " 10             计算机软件   https://www.liepin.com/company/8593981/              B轮  \n",
       " 11              医疗机构   https://www.liepin.com/company/2683308/             NaN  \n",
       " 12              电子商务   https://www.liepin.com/company/8947527/            战略投资  \n",
       " 13             计算机软件  https://www.liepin.com/company/13216605/             NaN  \n",
       " 14              科技金融   https://www.liepin.com/company/9249321/           融资未公开  \n",
       " 15             计算机软件                                                     融资未公开  \n",
       " 16       电子/半导体/集成电路  https://www.liepin.com/company/13000709/             NaN  \n",
       " 17       电子/半导体/集成电路  https://www.liepin.com/company/13000709/             NaN  \n",
       " 18               互联网   https://www.liepin.com/company/8835306/              A轮  \n",
       " 19           房地产开发经营   https://www.liepin.com/company/8051983/           融资未公开  \n",
       " 20             计算机软件  https://www.liepin.com/company/12274147/           融资未公开  \n",
       " 21                游戏   https://www.liepin.com/company/8166526/             NaN  \n",
       " 22                游戏   https://www.liepin.com/company/8166526/             NaN  \n",
       " 23             计算机软件   https://www.liepin.com/company/8142858/             NaN  \n",
       " 24             计算机软件   https://www.liepin.com/company/8142858/             NaN  \n",
       " 25                制药   https://www.liepin.com/company/8179995/          沪深A股上市  \n",
       " 26             计算机软件   https://www.liepin.com/company/8142858/             NaN  \n",
       " 27             计算机软件   https://www.liepin.com/company/8142858/             NaN  \n",
       " 28               互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 29             计算机软件                                                        B轮  \n",
       " 30           在线社交/媒体                                                     不需要融资  \n",
       " 31              电子商务  https://www.liepin.com/company/13448295/             NaN  \n",
       " 32               互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 33               互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 34               互联网   https://www.liepin.com/company/9095103/             NaN  \n",
       " 35           房地产开发经营   https://www.liepin.com/company/2250604/             NaN  \n",
       " 36              科技金融   https://www.liepin.com/company/8879538/             NaN  \n",
       " 37             计算机软件   https://www.liepin.com/company/9382502/              C轮  \n",
       " 38              电子商务  https://www.liepin.com/company/13297665/             NaN  \n",
       " 39               消费品   https://www.liepin.com/company/8537928/             已上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"c450ca2cf72a17c0348881383982b75b\",\"...   \n",
       " 1   {\"userId\":\"d4384f080bd2b1305b79df179efbb4db\",\"...   \n",
       " 2   {\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"...   \n",
       " 3   {\"userId\":\"016c5b025d56c0f9c95515c84e3f8ee8\",\"...   \n",
       " 4   {\"userId\":\"d5177c362ae2b36051ad066dbe2db213\",\"...   \n",
       " 5   {\"userId\":\"d4384f080bd2b1305b79df179efbb4db\",\"...   \n",
       " 6   {\"userId\":\"d4384f080bd2b1305b79df179efbb4db\",\"...   \n",
       " 7   {\"userId\":\"ef6ee3d5cef0d7f53a6a36a8bc8d30d2\",\"...   \n",
       " 8   {\"userId\":\"424326a6407092591ff51e0837b0e853\",\"...   \n",
       " 9   {\"userId\":\"08e4b7710d87386c452b3baea68b57ec\",\"...   \n",
       " 10  {\"userId\":\"b3535e7b8e3aad75379e86ba75bcb489\",\"...   \n",
       " 11  {\"userId\":\"17a65890f5f34e3e21f0d8f7f1a85151\",\"...   \n",
       " 12  {\"userId\":\"34ac233b4ec88a4e7a9d909919227d67\",\"...   \n",
       " 13  {\"userId\":\"9b1ad3e2e983ea1d70f711f4ba8ae9aa\",\"...   \n",
       " 14  {\"userId\":\"016661951428d077f49be1619c3ce982\",\"...   \n",
       " 15  {\"userId\":\"5369e7da61679300c4ea886ca3074b77\",\"...   \n",
       " 16  {\"userId\":\"4430db870bbf65f81ad7acb97a3c3f11\",\"...   \n",
       " 17  {\"userId\":\"26f8498483fbf0856b5605f91026b48c\",\"...   \n",
       " 18  {\"userId\":\"ea346221bb55ec757ea4fba3a6bb5199\",\"...   \n",
       " 19  {\"userId\":\"424326a6407092591ff51e0837b0e853\",\"...   \n",
       " 20  {\"userId\":\"6e76f95f006ed7b63124119d15a00376\",\"...   \n",
       " 21  {\"userId\":\"0000982c0857e9e3e51bc8651740b0db\",\"...   \n",
       " 22  {\"userId\":\"c73834fa41f419708ac2c2dce21456b2\",\"...   \n",
       " 23  {\"userId\":\"bfc28207e2f1179886f470d24295fcbf\",\"...   \n",
       " 24  {\"userId\":\"1c9e0b2a05a5d073ab814aa8aff88051\",\"...   \n",
       " 25  {\"userId\":\"f3b6bdf2ce40fc5ff3a020d01df02f01\",\"...   \n",
       " 26  {\"userId\":\"3b122e2eb0f3601c98d7c9d26a3a9d56\",\"...   \n",
       " 27  {\"userId\":\"d5e8e92439095c9a0c9a947ea1110536\",\"...   \n",
       " 28  {\"userId\":\"6d7a2987e70573bf28e3dc02d4bc3cbb\",\"...   \n",
       " 29  {\"userId\":\"ef6ee3d5cef0d7f53a6a36a8bc8d30d2\",\"...   \n",
       " 30  {\"userId\":\"71bb908e15ba84f35409e6b612c6639f\",\"...   \n",
       " 31  {\"userId\":\"08e4b7710d87386c452b3baea68b57ec\",\"...   \n",
       " 32  {\"userId\":\"ea4cd09289380fadde9c3bb67077bed3\",\"...   \n",
       " 33  {\"userId\":\"1c1de0de51560822a950e551310cfd58\",\"...   \n",
       " 34  {\"userId\":\"8440880668d1cc38754579393ab7befe\",\"...   \n",
       " 35  {\"userId\":\"e44370529cd1e4e5186430c03be669b9\",\"...   \n",
       " 36  {\"userId\":\"2f311970850ad7ea5c83b74f169d2f17\",\"...   \n",
       " 37  {\"userId\":\"194eca177277a925ce078d78253627e6\",\"...   \n",
       " 38  {\"userId\":\"1c1de0de51560822a950e551310cfd58\",\"...   \n",
       " 39  {\"userId\":\"9039c627030cd374987ff40156a883f7\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0                                [智能载荷, 视觉感知系统, 无人驾驶]           2  54965581   \n",
       " 1                        [采购, 物流快递, 团队管理, 产品设计, 需求管理]           2  46056369   \n",
       " 2   [数据产品, 基金产品, 投资产品, 工具产品, 金融理财/贷款, 设计服务, to C, ...           2  58569501   \n",
       " 3   [平台产品, 消费品, 团队管理, 用户研究, 需求管理, 产品设计, 市场调研, 产品优化...           2  58354117   \n",
       " 4                               [Visio, Axure, 工业互联网]           2  58024007   \n",
       " 5              [ppt, 架构设计, axure, visio, xmind, 数据分析]           2  44577487   \n",
       " 6                                      [产品经理, B端产品经理]           2  45437305   \n",
       " 7   [平台产品, 中台产品, SaaS产品, SaaS系统, to B, 产品设计, 产品规划,...           2  56644127   \n",
       " 8                                [to C, 移动端产品, IT互联网]           1  44561575   \n",
       " 9                                          [云网编排, 电信]           2  56928029   \n",
       " 10  [跨境电商, 采购, 消费品, 产品规划, 市场调研, 电商产品, 海外产品, 电子商务, ...           2  56880385   \n",
       " 11  [策略产品, 商业产品, IT互联网, 通讯/网络设备, 市场调研, 产品设计, 产品规划,...           2  58609617   \n",
       " 12  [产品规划, 产品设计, to B, 流程设计, 原型设计, 需求分析, SaaS产品, 中...           2  45433501   \n",
       " 13  [数据产品, 批发/零售, 医疗行业, 制造业, 产品规划, 用户研究, 交互设计, 产品设...           2  58703835   \n",
       " 14  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...           2  56317241   \n",
       " 15                [工业互联网, 产品规划, 产品设计, 通讯/网络设备, 计算机软件]           2  58405909   \n",
       " 16                     [数据产品, 产品设计, 用户研究, 产品规划, 团队管理]           2  50096267   \n",
       " 17                                                 []           2  52584585   \n",
       " 18   [支付产品, 平台产品, 支付行业, 产品设计, 产品规划, 产品优化, 流程设计, 用户研究]           2  55328179   \n",
       " 19                                  [物联感知云, 物联网, 大数据]           1  44149953   \n",
       " 20                                             [智慧城市]           1  46421517   \n",
       " 21                                    [综合服务平台, API设计]           1  45781421   \n",
       " 22          [区块链, 电子商务, 游戏行业, to B, to C, 电商产品, 游戏产品]           2  54956383   \n",
       " 23                                                 []           2  54094527   \n",
       " 24    [人力资源经验, HRIS, EHR系统, 组织发展, 人才发展, 产品经理, 人力资源系统]           1  46023533   \n",
       " 25                                                 []           2  56773475   \n",
       " 26                                                 []           2  55177509   \n",
       " 27   [智慧城市, 产品设计, 产品规划, 原型设计, 产品优化, 需求分析, 竞品分析, 团队管理]           2  56347205   \n",
       " 28  [客户端产品, 电商产品, 工具产品, 广告产品, 酒店行业, 广告行业, 新零售, Saa...           2  58756277   \n",
       " 29  [SaaS产品, SaaS系统, 产品设计, 产品规划, 流程设计, 用户研究, 产品优化,...           2  57689785   \n",
       " 30                                     [电力, 电网, 智慧园区]           1  46408477   \n",
       " 31  [客户端产品, 工具产品, 计算机软件, 产品设计, 交互设计, 原型设计, 产品规划, 用...           2  57420335   \n",
       " 32  [数据产品, 策略产品, 医疗设备/器械, 医疗行业, 产品设计, 产品规划, 竞品分析, ...           2  56011925   \n",
       " 33                     [中台产品, 产品规划, 产品设计, to C, 用户中心]           1  45448657   \n",
       " 34                                     [电商产品, SaaS产品]           2  58685369   \n",
       " 35                          [产品经理, 泛娱乐, 直播, 社交产品, 中东]           1  46420205   \n",
       " 36         [工具产品, 数据产品, 商业产品, 团队管理, 产品优化, 产品设计, 交互设计]           2  58716969   \n",
       " 37                    [医疗行业, 信息化管理, 产品设计, 产品研发, 产品规划]           1  45720167   \n",
       " 38                        [供应链产品, 跨境电商, 物流产品规划, 库存管理]           1  44931705   \n",
       " 39  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 产...           2  57937703   \n",
       " \n",
       "                      job.title job.refreshTime  job.salary  job.dq  \\\n",
       " 0          高级产品经理（视觉感知系统、智能载荷）  20230523101700  20-40k·13薪  广州-黄埔区   \n",
       " 1   B端供应链产品经理（采购系统） (MJ005419)  20230531145529  20-40k·14薪  广州-番禺区   \n",
       " 2                         产品经理  20230531091700  15-25k·15薪      广州   \n",
       " 3                 B端产品经理G00941  20230518151039      25-45k  广州-天河区   \n",
       " 4                         产品经理  20230508133704      11-17k  广州-天河区   \n",
       " 5     高级产品经理(WMS方向) (MJ004770)  20230531145529  20-40k·14薪  广州-番禺区   \n",
       " 6         B端供应链产品经理 (MJ003688)  20230531145529  20-40k·14薪  广州-番禺区   \n",
       " 7                         产品经理  20230525171252      20-30k  广州-番禺区   \n",
       " 8                         产品经理  20230530164005      20-40k      广州   \n",
       " 9                         产品经理  20230530102815      12-25k  广州-天河区   \n",
       " 10            跨境电商产品经理(J10187)  20230531082703  15-30k·13薪  广州-天河区   \n",
       " 11               运营商BU-产品经理-广州  20230517100539  13-18k·14薪  广州-天河区   \n",
       " 12                      b端产品经理  20230529121428  15-25k·14薪      广州   \n",
       " 13                      高级产品经理  20230531103620  18-23k·14薪  广州-天河区   \n",
       " 14               产品经理（物联感知云平台）  20230531160519      20-30k  广州-海珠区   \n",
       " 15                 产品经理（工业互联网）  20230531110311      15-25k  广州-天河区   \n",
       " 16                        产品经理  20230203112404      18-25k  广州-海珠区   \n",
       " 17                    产品经理（广州）  20230530102740      18-26k  广州-越秀区   \n",
       " 18                    交易支付产品经理  20230104164620  20-30k·16薪  广州-天河区   \n",
       " 19                        产品经理  20230530164005      20-40k      广州   \n",
       " 20                高级产品经理（智慧园区）  20230524183116     70-100k      广州   \n",
       " 21                        产品经理  20230523174850      18-28k      广州   \n",
       " 22                        产品经理  20221214165104  15-25k·13薪  广州-天河区   \n",
       " 23                   产品经理（快消品）  20230529102724      15-25k  广州-南沙区   \n",
       " 24        EHR产品经理/总监（A股上市龙头企业）  20230511103331  25-45k·17薪  广州-黄埔区   \n",
       " 25      代客代理中心产品经理岗（衍生品交易产品经理）  20230308105217      15-30k  广州-天河区   \n",
       " 26                       产品经理岗  20230425152624      18-35k  广州-天河区   \n",
       " 27                        产品经理  20230428143854  18-28k·13薪  广州-天河区   \n",
       " 28                        产品经理  20230523095556      10-15k  广州-海珠区   \n",
       " 29               IT平台产品经理主管工程师  20230525171252      30-40k  广州-番禺区   \n",
       " 30                产品经理（电网智慧园区）  20230524145052      21-30k  广州-黄埔区   \n",
       " 31                  产品经理（交通物流）  20230530102810      15-25k  广州-天河区   \n",
       " 32               产品经理（医疗器械/设备）  20230531184806  20-30k·13薪  广州-黄埔区   \n",
       " 33           高级产品经理（业务中台） 外企正编  20230525135829  30-50k·14薪  广州-荔湾区   \n",
       " 34                        产品经理  20230519112857      12-16k  广州-海珠区   \n",
       " 35                        产品经理  20230524175445      20-40k  广州-天河区   \n",
       " 36                    工具规划产品经理  20230521221743  15-30k·13薪  广州-天河区   \n",
       " 37                    专科专病产品经理  20230531141333  23-45k·15薪      广州   \n",
       " 38                    电商物流产品经理  20230525135830  40-50k·14薪  广州-荔湾区   \n",
       " 39       高级产品经理（OA） (MJ008114)  20230523103753  25-40k·14薪  广州-番禺区   \n",
       " \n",
       "     job.topJob  ... recruiter.recruiterTitle  \\\n",
       " 0        False  ...                     招聘主管   \n",
       " 1        False  ...                     ITBP   \n",
       " 2        False  ...             人力资源伙伴(HRBP)   \n",
       " 3        False  ...                     招聘经理   \n",
       " 4        False  ...                            \n",
       " 5        False  ...                     ITBP   \n",
       " 6        False  ...                     ITBP   \n",
       " 7        False  ...                     组织发展   \n",
       " 8        False  ...                     猎头顾问   \n",
       " 9        False  ...                     招聘管理   \n",
       " 10       False  ...                     招聘经理   \n",
       " 11       False  ...                     招聘专员   \n",
       " 12       False  ...                     hrbp   \n",
       " 13       False  ...                   人力资源主管   \n",
       " 14       False  ...                            \n",
       " 15       False  ...                     招聘HR   \n",
       " 16       False  ...             人力资源伙伴(HRBP)   \n",
       " 17       False  ...                            \n",
       " 18       False  ...                  网易-招聘HR   \n",
       " 19       False  ...                     猎头顾问   \n",
       " 20       False  ...                     猎头顾问   \n",
       " 21       False  ...                     猎头顾问   \n",
       " 22       False  ...                     项目经理   \n",
       " 23       False  ...                            \n",
       " 24       False  ...                     猎头顾问   \n",
       " 25       False  ...                    人力资源部   \n",
       " 26       False  ...                  总行人力资源部   \n",
       " 27       False  ...                     招聘经理   \n",
       " 28       False  ...           student helper   \n",
       " 29       False  ...                     组织发展   \n",
       " 30       False  ...                     猎头顾问   \n",
       " 31       False  ...                     招聘管理   \n",
       " 32       False  ...                   人力行政经理   \n",
       " 33       False  ...                     猎头顾问   \n",
       " 34       False  ...            咨询热线/呼叫中心服务人员   \n",
       " 35       False  ...                     猎头顾问   \n",
       " 36       False  ...                  HRBP-TA   \n",
       " 37       False  ...                     猎头顾问   \n",
       " 38       False  ...                     猎头顾问   \n",
       " 39       False  ...                     招聘专员   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   c450ca2cf72a17c0348881383982b75b  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 1   d4384f080bd2b1305b79df179efbb4db  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2   4e54ac2e3b974628242a21c338b47b91  5f8f986aea60860b75384fab08u.jpg   \n",
       " 3   016c5b025d56c0f9c95515c84e3f8ee8  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   d5177c362ae2b36051ad066dbe2db213  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   d4384f080bd2b1305b79df179efbb4db  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 6   d4384f080bd2b1305b79df179efbb4db  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 7   ef6ee3d5cef0d7f53a6a36a8bc8d30d2  54db0b2ca3107aece113c27302c.jpg   \n",
       " 8   424326a6407092591ff51e0837b0e853  625e53869833cb6794f4c16304u.png   \n",
       " 9   08e4b7710d87386c452b3baea68b57ec  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 10  b3535e7b8e3aad75379e86ba75bcb489  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 11  17a65890f5f34e3e21f0d8f7f1a85151  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 12  34ac233b4ec88a4e7a9d909919227d67  60e2a9aff78b2941fbec905904u.png   \n",
       " 13  9b1ad3e2e983ea1d70f711f4ba8ae9aa  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 14  016661951428d077f49be1619c3ce982  5f8f986aea60860b75384fab08u.jpg   \n",
       " 15  5369e7da61679300c4ea886ca3074b77  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  4430db870bbf65f81ad7acb97a3c3f11  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 17  26f8498483fbf0856b5605f91026b48c  5f8f986aea60860b75384fab08u.jpg   \n",
       " 18  ea346221bb55ec757ea4fba3a6bb5199  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  424326a6407092591ff51e0837b0e853  625e53869833cb6794f4c16304u.png   \n",
       " 20  6e76f95f006ed7b63124119d15a00376  5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 21  0000982c0857e9e3e51bc8651740b0db  5e36a2606324626e1798a6ee08u.jpg   \n",
       " 22  c73834fa41f419708ac2c2dce21456b2  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 23  bfc28207e2f1179886f470d24295fcbf  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 24  1c9e0b2a05a5d073ab814aa8aff88051  62d1278f8604e32a3078ea8f07u.png   \n",
       " 25  f3b6bdf2ce40fc5ff3a020d01df02f01  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 26  3b122e2eb0f3601c98d7c9d26a3a9d56  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 27  d5e8e92439095c9a0c9a947ea1110536  631f9564b250f916161d323201u.png   \n",
       " 28  6d7a2987e70573bf28e3dc02d4bc3cbb  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 29  ef6ee3d5cef0d7f53a6a36a8bc8d30d2  54db0b2ca3107aece113c27302c.jpg   \n",
       " 30  71bb908e15ba84f35409e6b612c6639f  584fbbe670324d1f7da387ac04a.png   \n",
       " 31  08e4b7710d87386c452b3baea68b57ec  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 32  ea4cd09289380fadde9c3bb67077bed3  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33  1c1de0de51560822a950e551310cfd58  6189d6e80fbad649146a120c05u.png   \n",
       " 34  8440880668d1cc38754579393ab7befe  61b1a4569429d8575917bd4807u.jpg   \n",
       " 35  e44370529cd1e4e5186430c03be669b9  622706a36b3a0d19f21b2fdd01u.png   \n",
       " 36  2f311970850ad7ea5c83b74f169d2f17  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  194eca177277a925ce078d78253627e6  5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 38  1c1de0de51560822a950e551310cfd58  6189d6e80fbad649146a120c05u.png   \n",
       " 39  9039c627030cd374987ff40156a883f7  5f8f9865ea60860b75384fa508u.jpg   \n",
       " \n",
       "    comp.compId                    comp.compLogo     comp.compName  \\\n",
       " 0   13000709.0  620371dcd165a7223961e4c503u.png    广东人工智能与先进计算研究院   \n",
       " 1    8706847.0  5c64c511261c45f22d50d39303u.png             SHEIN   \n",
       " 2    9954019.0  5e38f3e729d83a67544619cd08u.jpg              盈米基金   \n",
       " 3    1423635.0  5bfe9e7274719d2aa34b937403a.png              森大集团   \n",
       " 4    9944665.0  61b07937d0458d53c627567e02u.jpg       中船工业互联网有限公司   \n",
       " 5    8706847.0  5c64c511261c45f22d50d39303u.png             SHEIN   \n",
       " 6    8706847.0  5c64c511261c45f22d50d39303u.png             SHEIN   \n",
       " 7    8037646.0  64759340368d7b1c4069a4f905u.png             广汽研究院   \n",
       " 8          NaN  60e2fe0bf3df194a3c48adb502u.png         中国电信全资子公司   \n",
       " 9     552933.0  5bfea2fc74719d2aa34c73fb03a.png        广东亿迅科技有限公司   \n",
       " 10  13116303.0  6266370774cdaf57ee15a90a04u.png      遨森电子商务股份有限公司   \n",
       " 11   4454894.0  54d1e9c4712eb4f6b84cf69202c.png              科大讯飞   \n",
       " 12   8134487.0  6461c95d1ceb9103db2b3d8205u.png              龙腾出行   \n",
       " 13  12978915.0  61bc56ac5cbf433250ff8e6702u.png      广州中康数字科技有限公司   \n",
       " 14   9933197.0  61b07937d0458d53c627567e02u.jpg        天翼物联科技有限公司   \n",
       " 15    552933.0  5bfea2fc74719d2aa34c73fb03a.png        广东亿迅科技有限公司   \n",
       " 16   1072424.0  5bfe915474719d35745acf0903a.png            阿里巴巴集团   \n",
       " 17    862547.0  5bfe989b74719df0ac9977ac03a.png      浙江仙琚制药股份有限公司   \n",
       " 18   5964833.0  6268af86c62a82594f50cc8704u.png              网易集团   \n",
       " 19         NaN  60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       " 20         NaN  60e2fe0bf3df194a3c48adb502u.png       某大型知名IT服务公司   \n",
       " 21         NaN  60e2fe0bf3df194a3c48adb502u.png           某深圳知名公司   \n",
       " 22  12814887.0  63903effb022af187d030c6207u.png        广州沃佳科技有限公司   \n",
       " 23  13103111.0  61b07937d0458d53c627567e02u.jpg        广州奥昆食品有限公司   \n",
       " 24         NaN  60e2fe0bf3df194a3c48adb502u.png      某知名计算机软件上市公司   \n",
       " 25   8790445.0  5bfea60174719d2aa34cf03003a.png              浦发银行   \n",
       " 26   6017109.0  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       " 27   2115085.0  5bfea4ec74719d2aa34cd0ba03a.png      佳都科技集团股份有限公司   \n",
       " 28  10170553.0  6055cb920162a52b2c4f573307u.png      广州携旅信息科技有限公司   \n",
       " 29   8037646.0  64759340368d7b1c4069a4f905u.png             广汽研究院   \n",
       " 30         NaN  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 31    552933.0  5bfea2fc74719d2aa34c73fb03a.png        广东亿迅科技有限公司   \n",
       " 32  13241501.0  61b07937d0458d53c627567e02u.jpg  广东省新黄埔中医药联合创新研究院   \n",
       " 33         NaN  60e2fe0bf3df194a3c48adb502u.png           全球日消品巨头   \n",
       " 34  10170553.0  6055cb920162a52b2c4f573307u.png      广州携旅信息科技有限公司   \n",
       " 35         NaN  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 36   8327790.0  5d0c49009fae687d43970c8f05u.jpg              海量数据   \n",
       " 37         NaN  60e2fe0bf3df194a3c48adb502u.png       某广州医疗器械上市公司   \n",
       " 38         NaN  60e2fe0bf3df194a3c48adb502u.png           全球日消品巨头   \n",
       " 39   8706847.0  5c64c511261c45f22d50d39303u.png             SHEIN   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0   https://www.liepin.com/company/13000709/       100-499人       电子/半导体/集成电路   \n",
       " 1    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 2    https://www.liepin.com/company/9954019/       100-499人          基金/证券/期货   \n",
       " 3    https://www.liepin.com/company/1423635/       10000人以上               消费品   \n",
       " 4    https://www.liepin.com/company/9944665/         50-99人               互联网   \n",
       " 5    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 6    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 7    https://www.liepin.com/company/8037646/     2000-5000人              整车制造   \n",
       " 8                                                  100-499人            互联网/电商   \n",
       " 9     https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 10  https://www.liepin.com/company/13116303/     1000-2000人               互联网   \n",
       " 11   https://www.liepin.com/company/4454894/       10000人以上             计算机软件   \n",
       " 12   https://www.liepin.com/company/8134487/       100-499人               互联网   \n",
       " 13  https://www.liepin.com/company/12978915/       500-999人           云计算/大数据   \n",
       " 14   https://www.liepin.com/company/9933197/       500-999人               物联网   \n",
       " 15    https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 16   https://www.liepin.com/company/1072424/       10000人以上               互联网   \n",
       " 17    https://www.liepin.com/company/862547/     2000-5000人                制药   \n",
       " 18   https://www.liepin.com/company/5964833/       10000人以上               互联网   \n",
       " 19                                                 500-999人               物联网   \n",
       " 20                                                 10000人以上              IT服务   \n",
       " 21                                                 10000人以上       电力/热力/燃气/水务   \n",
       " 22  https://www.liepin.com/company/12814887/          1-49人               区块链   \n",
       " 23  https://www.liepin.com/company/13103111/     1000-2000人          食品/饮料/酒水   \n",
       " 24                                              5000-10000人             计算机软件   \n",
       " 25   https://www.liepin.com/company/8790445/     2000-5000人                银行   \n",
       " 26   https://www.liepin.com/company/6017109/    5000-10000人                银行   \n",
       " 27   https://www.liepin.com/company/2115085/     2000-5000人             计算机软件   \n",
       " 28  https://www.liepin.com/company/10170553/       100-499人             计算机软件   \n",
       " 29   https://www.liepin.com/company/8037646/     2000-5000人              整车制造   \n",
       " 30                                                 100-499人              IT服务   \n",
       " 31    https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 32  https://www.liepin.com/company/13241501/         50-99人              医疗器械   \n",
       " 33                                              5000-10000人          食品/饮料/日化   \n",
       " 34  https://www.liepin.com/company/10170553/       100-499人             计算机软件   \n",
       " 35                                                 100-499人               互联网   \n",
       " 36   https://www.liepin.com/company/8327790/       100-499人             计算机软件   \n",
       " 37                                                 10000人以上              医疗健康   \n",
       " 38                                              5000-10000人          食品/饮料/日化   \n",
       " 39   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2               B轮  \n",
       " 3              NaN  \n",
       " 4              NaN  \n",
       " 5              NaN  \n",
       " 6              NaN  \n",
       " 7              NaN  \n",
       " 8            融资未公开  \n",
       " 9              NaN  \n",
       " 10             NaN  \n",
       " 11             已上市  \n",
       " 12             NaN  \n",
       " 13            港股上市  \n",
       " 14           融资未公开  \n",
       " 15             NaN  \n",
       " 16            港股上市  \n",
       " 17          沪深A股上市  \n",
       " 18             已上市  \n",
       " 19           融资未公开  \n",
       " 20           融资未公开  \n",
       " 21             已上市  \n",
       " 22             NaN  \n",
       " 23             NaN  \n",
       " 24             已上市  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27          沪深A股上市  \n",
       " 28              B轮  \n",
       " 29             NaN  \n",
       " 30           融资未公开  \n",
       " 31             NaN  \n",
       " 32             NaN  \n",
       " 33           融资未公开  \n",
       " 34              B轮  \n",
       " 35             NaN  \n",
       " 36          沪深A股上市  \n",
       " 37             已上市  \n",
       " 38           融资未公开  \n",
       " 39             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"56723949\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 1   {\"jobId\":\"58390921\",\"recruiterName\":\"方女士\",\"job...   \n",
       " 2   {\"jobId\":\"46377081\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 3   {\"jobId\":\"46363139\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 4   {\"jobId\":\"54858671\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 5   {\"jobId\":\"52950735\",\"recruiterName\":\"程先生\",\"job...   \n",
       " 6   {\"jobId\":\"44197541\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 7   {\"jobId\":\"56151631\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 8   {\"jobId\":\"44590831\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"57200591\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 10  {\"jobId\":\"54170607\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 11  {\"jobId\":\"46180691\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 12  {\"jobId\":\"55608737\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 13  {\"jobId\":\"44420073\",\"recruiterName\":\"冯女士\",\"job...   \n",
       " 14  {\"jobId\":\"44858639\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 15  {\"jobId\":\"45314075\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"54050573\",\"recruiterName\":\"尧女士\",\"job...   \n",
       " 17  {\"jobId\":\"57348325\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 18  {\"jobId\":\"46054915\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 19  {\"jobId\":\"46433633\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 20  {\"jobId\":\"58637231\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 21  {\"jobId\":\"50553769\",\"recruiterName\":\"秦女士\",\"job...   \n",
       " 22  {\"jobId\":\"55132049\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 23  {\"jobId\":\"57470923\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 24  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 25  {\"jobId\":\"58025387\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 26  {\"jobId\":\"45947855\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 27  {\"jobId\":\"58448359\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 28  {\"jobId\":\"58746709\",\"recruiterName\":\"乃女士\",\"job...   \n",
       " 29  {\"jobId\":\"46454093\",\"recruiterName\":\"邹女士\",\"job...   \n",
       " 30  {\"jobId\":\"45640203\",\"recruiterName\":\"金先生\",\"job...   \n",
       " 31  {\"jobId\":\"48993647\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 32  {\"jobId\":\"38373161\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 33  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " 34  {\"jobId\":\"58046235\",\"recruiterName\":\"姚先生\",\"job...   \n",
       " 35  {\"jobId\":\"44905963\",\"recruiterName\":\"蔡女士\",\"job...   \n",
       " 36  {\"jobId\":\"58109449\",\"recruiterName\":\"詹女士\",\"job...   \n",
       " 37  {\"jobId\":\"46468881\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 38  {\"jobId\":\"57890287\",\"recruiterName\":\"何女士\",\"job...   \n",
       " 39  {\"jobId\":\"58425243\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                            [无人机, 无人机载荷, 激光雷达, 光学相机]  20230523101700   \n",
       " 1                            [产品规划, 需求分析, 需求调研, 医疗行业]  20230515114842   \n",
       " 2   [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...  20230528180720   \n",
       " 3                                                  []  20230531133252   \n",
       " 4   [工具产品, IT互联网, to B, 产品设计, 产品规划, 产品优化, 流程设计, 用户...  20230522101736   \n",
       " 5                [策略产品, 商业产品, 数据产品, 装修装饰, 数据分析, 数据挖掘]  20230531085223   \n",
       " 6                                                  []  20230418000807   \n",
       " 7   [平台产品, IT互联网, 产品规划, 产品设计, 市场调研, 需求调研, 数据分析, 团队管理]  20230215200813   \n",
       " 8                                  [平台产品, 产品规划, 市场调研]  20220616175255   \n",
       " 9   [工具产品, 客户端产品, 计算机软件, 产品设计, 交互设计, 用户研究, 原型设计, 产...  20230322160351   \n",
       " 10                                                 []  20230524164646   \n",
       " 11                     [需求调研, 产品规划, 需求分析, 产品设计, 汽车行业]  20230516202359   \n",
       " 12  [SaaS产品, to C, 用户研究, 产品规划, 竞品分析, 市场调研, 移动端产品, ...  20230515101335   \n",
       " 13       [原型设计, 数据产品, 需求分析, 产品设计, 流程设计, 项目管理, python]  20230529152558   \n",
       " 14                                                 []  20230529095428   \n",
       " 15                   [供应链产品, 电商产品, 批发/零售, 团队管理, 产品设计]  20230519161048   \n",
       " 16                                                 []  20230530134457   \n",
       " 17  [平台产品, 数据产品, 计算机软件, 产品设计, 产品优化, 用户研究, 需求分析, 产品...  20230531115348   \n",
       " 18                                         [采购, 产品设计]  20230531145529   \n",
       " 19                            [制造业, 药物研发, 产品规划, 市场调研]  20230526133201   \n",
       " 20               [教育行业, 产品优化, 产品设计, AI人工智能产品, SaaS产品]  20230517180025   \n",
       " 21                                                 []  20230520143546   \n",
       " 22  [商业产品, 数据产品, to C, to B, web端产品, 用户研究, 产品设计, 产...  20230505105854   \n",
       " 23         [数据产品, 平台产品, 数据分析, 产品规划, 用户研究, 需求分析, 产品设计]  20230510111036   \n",
       " 24                           [安全产品, 需求管理, 团队管理, 产品设计]  20230423093513   \n",
       " 25                   [产品经理, 化妆品, OEM/ODM管理, 日化, 洗护产品]  20230529114713   \n",
       " 26                                 [产品设计, 数据分析, 团队管理]  20230531085518   \n",
       " 27                                                 []  20230515092712   \n",
       " 28  [硬件产品, 海外产品, 人工智能, 硬件系统集成, 智能硬件, 产品设计, 产品规划, 需...  20230522174344   \n",
       " 29                [工具产品, 图文打印/复印, 自动化行业, 保险行业, 计算机软件]  20230525172116   \n",
       " 30  [供应链产品, 硬件产品, IT互联网, 智能硬件, 金融行业, 电子商务, 移动端产品, ...  20230526102917   \n",
       " 31  [数据产品, Xmind, SPSS, 需求分析, to B, 产品设计, Axure, V...  20221107164004   \n",
       " 32                                                 []  20230522091726   \n",
       " 33                              [竞品分析, 战略规划咨询, 消费者研究]  20230322183423   \n",
       " 34  [计算机软件, 财务/审计/税务, 产品规划, 产品设计, 需求说明, 用户研究, Xmin...  20230515102309   \n",
       " 35                          [电子商务, 产品规划, to C, 供应链产品]  20230526114151   \n",
       " 36  [平台产品, 客户端产品, 数据产品, IT互联网, 团队管理, 用户研究, 产品设计, 产...  20230523103753   \n",
       " 37                                      [供应链系统, 电商系统]  20230529093224   \n",
       " 38                                                 []  20230427110129   \n",
       " 39                                       [产品设计, 用户研究]  20230510085639   \n",
       " \n",
       "    job.jobId  job.salary  job.dq job.jobKind                    job.title  \\\n",
       " 0   56723949  20-40k·13薪  广州-黄埔区           2             高级产品经理（无人机载荷与视觉）   \n",
       " 1   58390921      15-35k  广州-黄埔区           2                         产品经理   \n",
       " 2   46377081  25-30k·17薪  广州-天河区           1                       AI产品经理   \n",
       " 3   46363139      20-30k  广州-天河区           1                    快消品电商产品经理   \n",
       " 4   54858671      20-30k  广州-越秀区           2                      大数据产品经理   \n",
       " 5   52950735      20-30k  广州-天河区           2                         产品经理   \n",
       " 6   44197541  13-26k·24薪      广州           2                         产品经理   \n",
       " 7   56151631  15-25k·16薪  广州-海珠区           2                    产品经理（粤政易）   \n",
       " 8   44590831      10-25k  广州-白云区           2                         产品经理   \n",
       " 9   57200591      15-25k  广州-天河区           2                         产品经理   \n",
       " 10  54170607      12-20k      广州           2               电商产品经理(J10169)   \n",
       " 11  46180691      12-24k      广州           1                         产品经理   \n",
       " 12  55608737  10-20k·13薪  广州-黄埔区           2                       C端产品经理   \n",
       " 13  44420073  20-25k·14薪  广州-海珠区           1             数据产品经理（要会Python）   \n",
       " 14  44858639      20-40k  广州-黄埔区           1                       金融产品经理   \n",
       " 15  45314075  15-30k·14薪      广州           1                         产品经理   \n",
       " 16  54050573       8-13k      广州           2                       金融产品经理   \n",
       " 17  57348325      15-30k      广州           2                  产品经理（国内车联网）   \n",
       " 18  46054915  20-40k·14薪  广州-番禺区           2   B端供应链产品经理（商家系统） (MJ005418)   \n",
       " 19  46433633      18-25k      广州           1                         产品经理   \n",
       " 20  58637231  27-40k·14薪  广州-天河区           2                     教育高级产品经理   \n",
       " 21  50553769      20-25k      广州           2                         产品经理   \n",
       " 22  55132049  30-40k·13薪  广州-番禺区           2                       高级产品经理   \n",
       " 23  57470923  16-25k·14薪  广州-天河区           2                       数据产品经理   \n",
       " 24  55763181      15-25k  广州-天河区           2        产品经理-安全方向（广州）(J11694)   \n",
       " 25  58025387      20-25k  广州-天河区           2                      化妆品产品经理   \n",
       " 26  45947855      60-90k      广州           1                         产品经理   \n",
       " 27  58448359      15-18k  广州-白云区           2                      OTC产品经理   \n",
       " 28  58746709      15-30k      广州           2                   产品经理（精准农业）   \n",
       " 29  46454093      50-55k  广州-海珠区           1                       高级产品经理   \n",
       " 30  45640203  40-60k·15薪      广州           1                       高级产品经理   \n",
       " 31  48993647  20-40k·14薪  广州-番禺区           2   高级数据产品经理（供应链领域） (MJ006154)   \n",
       " 32  38373161       9-20k  广州-黄埔区           2                 产品经理（生殖遗传方向）   \n",
       " 33  57209449  20-25k·13薪  广州-白云区           2                       照明产品经理   \n",
       " 34  58046235      20-25k  广州-黄埔区           2  产品经理（审计、企业数字化方向） (MJ002136)   \n",
       " 35  44905963  30-45k·14薪      广州           1                  产品经理 - eWMS   \n",
       " 36  58109449  25-40k·14薪  广州-番禺区           2        高级产品经理（B端） (MJ005767)   \n",
       " 37  46468881      15-20k  广州-天河区           1                      互联网产品经理   \n",
       " 38  57890287      12-18k  广州-天河区           2                       金融产品经理   \n",
       " 39  58425243  20-25k·16薪  广州-番禺区           2                    产品经理（英文好）   \n",
       " \n",
       "     job.topJob  ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0        False  ...  42eb707943fc4de9f4d86ae938b4bcb8                    2   \n",
       " 1        False  ...  0cf72957cf333caac3598071a0e218f7                    2   \n",
       " 2        False  ...  34534a6eb233471b9f90a7bcfdb96d0e                    2   \n",
       " 3        False  ...  6f13190c2630e7e5ef38cb0ce6f46cd7                    2   \n",
       " 4        False  ...  7cba8b6b91d0fa259427b88c78d2ff1f                    2   \n",
       " 5        False  ...  e087d169a56c944114eaea6fb4edea08                    2   \n",
       " 6        False  ...  244801797ab8ccb302f523e94e784db2                    2   \n",
       " 7        False  ...  a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       " 8        False  ...  4944c1bd217547f99552a237d109804b                    2   \n",
       " 9        False  ...  9ac77eac63b17fd2337193710fe42056                    2   \n",
       " 10       False  ...  fba4b11d39f91cd7cc809655362a8e54                    2   \n",
       " 11       False  ...  0f0d055240a3002b6902e49d7f82f4f2                    2   \n",
       " 12       False  ...  1bb8770ac39dafdfaf76ff299c1c047c                    2   \n",
       " 13       False  ...  bae16f032a768674c90094212836c467                    2   \n",
       " 14       False  ...  a0cd6dd1cae0c0419d19d059892ca5e1                    2   \n",
       " 15       False  ...  be2942aa3125fa51f0e943e3aa9ed4a9                    2   \n",
       " 16       False  ...  bdede76c25b1df4b2530c42b38a6feab                    2   \n",
       " 17       False  ...  56f112417fac127ee77954e2c72cabb6                    2   \n",
       " 18       False  ...  40875028331634a054f897cc91b0c405                    2   \n",
       " 19       False  ...  9bf359aa56aa94d8540202c0778f1521                    2   \n",
       " 20       False  ...  eeee85b3e9e8bd43ba33c5f018078816                    2   \n",
       " 21       False  ...  f5c7451dc1ae2de5351ff05530f680dd                    2   \n",
       " 22       False  ...  2affe2533fdbb90562f6540bf442d9e7                    2   \n",
       " 23       False  ...  e4238e5255f32bc299eeb040770b0b48                    2   \n",
       " 24       False  ...  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 25       False  ...  d51d96e241984564ff5aa8e531f3e699                    2   \n",
       " 26       False  ...  e916ca49c809a82b4a7a04e7d95591ea                    2   \n",
       " 27       False  ...  2888070f543de756c6974481676d4b89                    2   \n",
       " 28       False  ...  58a7939625da4876f6f401036c821c1c                    2   \n",
       " 29       False  ...  c83dd3c2f502289ca88090c0f9b26513                    2   \n",
       " 30       False  ...  aba87e51be23848a99c5c4fb06d115ec                    2   \n",
       " 31       False  ...  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 32       False  ...  e2f8b4e2efd9bb8697cd4b0530f9e3f9                    2   \n",
       " 33       False  ...  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " 34       False  ...  9a1a7463555c7ad559a7d64ad9817c9f                    2   \n",
       " 35       False  ...  74fbca2fbe5935d19ccf3dc45f6d7696                    2   \n",
       " 36       False  ...  d15649841fa9f78136a9a97efe6aa3ae                    2   \n",
       " 37       False  ...  a4661faed5306ccdac365a663ca833da                    2   \n",
       " 38       False  ...  ad2318c8ada2a8946bc971ec2e264ed1                    2   \n",
       " 39       False  ...  d3b5a4baa14108f53eaad1f295204b5b                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 1   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人   \n",
       " 2   610754b4527a1367b0764a1101u.jpg       500-999人   \n",
       " 3   5e98143e5a1a60079d70a99c04u.png     2000-5000人   \n",
       " 4   5f8f98698dbe6273dcf8516008u.jpg       500-999人   \n",
       " 5   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 6   5f8f986aea60860b75384fab08u.jpg    5000-10000人   \n",
       " 7   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 8   621dd1429e2af15c5056eaff01u.png       10000人以上   \n",
       " 9   5f8f9866dfb13a7dee342f1808u.jpg     2000-5000人   \n",
       " 10  5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人   \n",
       " 11  62212e08cd58e269107c3cd805u.png    5000-10000人   \n",
       " 12  61e63142d01d7e32fcf0789803u.png       100-499人   \n",
       " 13  5f8fa3bc8dbe6273dcf85e5e08u.png     2000-5000人   \n",
       " 14  6170cd39e133050722879ad406u.jpg       100-499人   \n",
       " 15  622162d881a14b00fe471cc305u.png    5000-10000人   \n",
       " 16  63a015f1f7e3e920831b204107u.png     2000-5000人   \n",
       " 17  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 18  5f8f986779c7cc70efbf36c008u.jpg    5000-10000人   \n",
       " 19  5f8fa3a679c7cc70efbf444e08u.png     2000-5000人   \n",
       " 20  5f8f98698dbe6273dcf8516008u.jpg     2000-5000人   \n",
       " 21  5f8f9866dfb13a7dee342f1808u.jpg       500-999人   \n",
       " 22  5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 23  5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 24  5f8f9865ea60860b75384fa508u.jpg    5000-10000人   \n",
       " 25  5f8f986aea60860b75384fab08u.jpg       500-999人   \n",
       " 26  5fe9860c4e366123583681e008u.jpg       100-499人   \n",
       " 27  5f8f98648dbe6273dcf8515508u.jpg       500-999人   \n",
       " 28  5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人   \n",
       " 29  5f8fa3b979c7cc70efbf445908u.png       500-999人   \n",
       " 30  5e78674c5a1a60079d530fb905u.jpg          1-49人   \n",
       " 31  5f8f9863f6d1ab58476f246a08u.jpg    5000-10000人   \n",
       " 32  56f20b9645ce40c53ba2d18f04a.jpg     1000-2000人   \n",
       " 33  5f8f9868f6d1ab58476f24a008u.jpg                  \n",
       " 34  5f8f98698dbe6273dcf8516008u.jpg       10000人以上   \n",
       " 35  61a42e23d3b9f4116e68ab6807u.png       100-499人   \n",
       " 36  5f8f9865ea60860b75384fa508u.jpg    5000-10000人   \n",
       " 37  5f36011d556e7a7b1286046406u.png     2000-5000人   \n",
       " 38  5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 39  5f8f9868f6d1ab58476f24a008u.jpg       10000人以上   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compId  \\\n",
       " 0   620371dcd165a7223961e4c503u.png   广东人工智能与先进计算研究院  13000709.0   \n",
       " 1   5bfe922274719d35745af8ae03a.png             金发科技   7857460.0   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png      某广州大型科技金融公司         NaN   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png        某国内知名上市公司         NaN   \n",
       " 4   5bfe987274719df0ac996f4203a.png    广东省国际工程咨询有限公司   9249822.0   \n",
       " 5   623ed481f01130422252259f03u.png             双虎家私   5493614.0   \n",
       " 6   5bfea33774719d2aa34c7eb903a.png             广发证券   1421537.0   \n",
       " 7   635f3558bc4bee6f5c71877b04u.png             数字广东   9541320.0   \n",
       " 8   613868297cc97c6c99be0da704u.png     中国南方航空股份有限公司   8646248.0   \n",
       " 9   5bfea2fc74719d2aa34c73fb03a.png       广东亿迅科技有限公司    552933.0   \n",
       " 10  62eb718e29badd322a14498d03u.png         LINSY 林氏   8134400.0   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png       某国内新能源上市公司         NaN   \n",
       " 12  619b0dd289a54c4fee00756501u.png            斯沃德科技   9238769.0   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png      某广州大型电子商务公司         NaN   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司         NaN   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某深圳大型机械/设备公司         NaN   \n",
       " 16  60ab7b474005a2070875f99702u.png  广发证券股份有限公司广州分公司   9874217.0   \n",
       " 17  621326142d9e311f5012350303u.png             行致互联  13073073.0   \n",
       " 18  5c64c511261c45f22d50d39303u.png            SHEIN   8706847.0   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png        某国内制药上市公司         NaN   \n",
       " 20  624d2e543247ad31bb6a3d9806u.png           金山办公软件   1805522.0   \n",
       " 21  60f0012c66b5e17b60aa022905u.png              一品红   8788514.0   \n",
       " 22  626107277acc3629a34d3a5704u.png     广州得克信息咨询有限公司   9483359.0   \n",
       " 23  6061375c7d0dfc6f620a9fc201u.png     广州心娱网络科技有限公司   9686194.0   \n",
       " 24  62d900a5068a783307d8850402u.png     建信金融科技有限责任公司   9749905.0   \n",
       " 25  5cc191949fae687d433618d702u.jpg               简知   9528410.0   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png       某厦门大型互联网公司         NaN   \n",
       " 27  5bfe9d4a74719d2aa34b5af903a.png    云南生物谷药业股份有限公司   9413379.0   \n",
       " 28  5bfe953474719dc6ed74134303a.png              中海达   6785693.0   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png     某国内大型机械/设备公司         NaN   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png            某知名公司         NaN   \n",
       " 31  5c64c511261c45f22d50d39303u.png            SHEIN   8706847.0   \n",
       " 32  5bfe9ea874719d2aa34b9e3b03a.png             云康集团   2367398.0   \n",
       " 33  6407f5d3a62c5e5a8dcc4aeb06u.png            泰容亿科技  13450471.0   \n",
       " 34  6242b195ca47ff43908033f907u.png         广电运通金融电子   8547388.0   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png            某知名公司         NaN   \n",
       " 36  5c64c511261c45f22d50d39303u.png            SHEIN   8706847.0   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png      某广州大型通信设备公司         NaN   \n",
       " 38  5bfe95fe74719df0ac98efd203a.png         光大银行广州分行   8521820.0   \n",
       " 39  5e72de2a37483e328d5dac9407u.jpg       美的集团企业数字平台   8244054.0   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  comp.compStage  \n",
       " 0        电子/半导体/集成电路  https://www.liepin.com/company/13000709/             NaN  \n",
       " 1                新材料   https://www.liepin.com/company/7857460/          沪深A股上市  \n",
       " 2               科技金融                                                      战略融资  \n",
       " 3           食品/饮料/酒水                                                       已上市  \n",
       " 4             专业技术服务   https://www.liepin.com/company/9249822/             NaN  \n",
       " 5              家具/家居   https://www.liepin.com/company/5493614/             NaN  \n",
       " 6           基金/证券/期货   https://www.liepin.com/company/1421537/             已上市  \n",
       " 7                互联网   https://www.liepin.com/company/9541320/             NaN  \n",
       " 8           货运/物流/仓储   https://www.liepin.com/company/8646248/          沪深A股上市  \n",
       " 9              计算机软件    https://www.liepin.com/company/552933/             NaN  \n",
       " 10              电子商务   https://www.liepin.com/company/8134400/             NaN  \n",
       " 11               新能源                                                       已上市  \n",
       " 12             计算机软件   https://www.liepin.com/company/9238769/           融资未公开  \n",
       " 13              电子商务                                                     融资未公开  \n",
       " 14               互联网                                                     融资未公开  \n",
       " 15             机械/设备                                                     融资未公开  \n",
       " 16          基金/证券/期货   https://www.liepin.com/company/9874217/            港股上市  \n",
       " 17             计算机软件  https://www.liepin.com/company/13073073/             NaN  \n",
       " 18               互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 19                制药                                                       已上市  \n",
       " 20               互联网   https://www.liepin.com/company/1805522/           科创板上市  \n",
       " 21                制药   https://www.liepin.com/company/8788514/          沪深A股上市  \n",
       " 22            贸易/进出口   https://www.liepin.com/company/9483359/             NaN  \n",
       " 23           在线社交/媒体   https://www.liepin.com/company/9686194/             NaN  \n",
       " 24             计算机软件   https://www.liepin.com/company/9749905/             NaN  \n",
       " 25               互联网   https://www.liepin.com/company/9528410/              B轮  \n",
       " 26               互联网                                                     融资未公开  \n",
       " 27                制药   https://www.liepin.com/company/9413379/           新三板上市  \n",
       " 28       电子/半导体/集成电路   https://www.liepin.com/company/6785693/             已上市  \n",
       " 29             机械/设备                                                     融资未公开  \n",
       " 30            人力资源服务                                                     融资未公开  \n",
       " 31               互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 32              医疗机构   https://www.liepin.com/company/2367398/             NaN  \n",
       " 33              电子商务  https://www.liepin.com/company/13450471/             NaN  \n",
       " 34             计算机软件   https://www.liepin.com/company/8547388/          沪深A股上市  \n",
       " 35                化工                                                     融资未公开  \n",
       " 36               互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 37              通信设备                                                     融资未公开  \n",
       " 38                银行   https://www.liepin.com/company/8521820/             NaN  \n",
       " 39             家具/家居   https://www.liepin.com/company/8244054/             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
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       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"57777369\",\"imId\":\"3b37...   \n",
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       " 19  {\"jobKind\":\"2\",\"jobId\":\"58015939\",\"imId\":\"d3b5...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"56353301\",\"imId\":\"08c0...   \n",
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       " 27  {\"jobKind\":\"1\",\"jobId\":\"46433639\",\"imId\":\"6743...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"57515707\",\"imId\":\"2e26...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"46084959\",\"imId\":\"fcb1...   \n",
       " 30  {\"jobKind\":\"2\",\"jobId\":\"58468577\",\"imId\":\"5b99...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"45790977\",\"imId\":\"ca72...   \n",
       " 32  {\"jobKind\":\"1\",\"jobId\":\"45999831\",\"imId\":\"6159...   \n",
       " 33  {\"jobKind\":\"1\",\"jobId\":\"46323475\",\"imId\":\"65d3...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"57678719\",\"imId\":\"5db5...   \n",
       " 35  {\"jobKind\":\"2\",\"jobId\":\"58560527\",\"imId\":\"c4b5...   \n",
       " 36  {\"jobKind\":\"1\",\"jobId\":\"44015825\",\"imId\":\"ca92...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"56951709\",\"imId\":\"abd1...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"52902781\",\"imId\":\"fb6c...   \n",
       " 39  {\"jobKind\":\"1\",\"jobId\":\"46332889\",\"imId\":\"6c5f...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.topJob  \\\n",
       " 0               [需求分析, 移动端产品, 用户研究, 需求调研, 市场调研, 交互设计]           2       False   \n",
       " 1                                  [策略产品, 产品规划, 市场调研]           2       False   \n",
       " 2                      [产品规划, 市场调研, 产品设计, to B, to G]           2       False   \n",
       " 3   [商业产品, 计算机软件, 产品规划, 团队管理, 用户研究, 产品设计, 需求分析, 市场调研]           2       False   \n",
       " 4                                 [信创, 国产化, 规划, 产品规划]           1       False   \n",
       " 5   [原型设计, 产品设计, Axure, SaaS产品, IT互联网, to B, 移动端产品...           2       False   \n",
       " 6                                                  []           2       False   \n",
       " 7                                                  []           2       False   \n",
       " 8                      [工具产品, 策略产品, 医药行业, 市场调研, 产品规划]           2       False   \n",
       " 9                [设计服务, 产品规划, 市场调研, 用户研究, 团队管理, 产品设计]           2       False   \n",
       " 10  [供应链产品, 工具产品, 平台产品, 电商产品, SaaS系统, 电子商务, 农林牧渔业,...           2       False   \n",
       " 11                                [IT互联网, 用户研究, 市场调研]           2       False   \n",
       " 12               [平台产品, 智慧城市, 产品设计, 产品规划, 用户研究, 需求挖掘]           2       False   \n",
       " 13  [AI人工智能产品, 数据产品, 人工智能, 智能硬件, 智慧城市, 需求管理, 用户研究,...           1       False   \n",
       " 14  [Xmind, 墨刀, 电商产品, 数据产品, 产品规划, 产品设计, 原型设计, 数据分析...           2       False   \n",
       " 15  [硬件产品, 电商产品, OA产品, 金融产品, 硬件系统集成, 教育行业, to B, 电...           2       False   \n",
       " 16                           [数据产品, 平台产品, 产品设计, 产品规划]           2       False   \n",
       " 17                           [海外产品, 用户研究, 产品规划, 需求分析]           1       False   \n",
       " 18                                [OA产品, IT互联网, to B]           2       False   \n",
       " 19         [EAM系统, EHS系统, 碳排放, 绿色能源, 产品规划, 制造业, 能源管理]           2       False   \n",
       " 20  [产品规划, 产品管理, 商业产品, 产品优化, 宠物用品, 宠物行业, OEM/ODM管理...           2       False   \n",
       " 21                                                 []           1       False   \n",
       " 22                            [供应链产品, 建材, 产品设计, 团队管理]           1       False   \n",
       " 23                         [调度策略产品, 产品设计, 需求挖掘, 数据分析]           1       False   \n",
       " 24              [商业产品, IT互联网, 团队管理, 用户研究, 产品规划, 产品设计]           1       False   \n",
       " 25                 [SaaS产品, SaaS系统, 产品设计, 产品规划, 团队管理]           1       False   \n",
       " 26              [IT互联网, 产品设计, 用户研究, 需求分析, 产品规划, 交互设计]           2       False   \n",
       " 27                            [制造业, 药物研发, 市场调研, 产品规划]           1       False   \n",
       " 28                                                 []           2       False   \n",
       " 29  [AI人工智能产品, 数据产品, 推荐产品, 策略产品, 工具产品, 人工智能, 团队管理,...           1       False   \n",
       " 30                    [IT互联网, 产品设计, 用户研究, 产品规划, 流程设计]           2       False   \n",
       " 31  [AI人工智能产品, 数据产品, 工具产品, 策略产品, 推荐产品, 人工智能, 团队管理,...           1       False   \n",
       " 32                                [产品规划, 团队管理, Visio]           1       False   \n",
       " 33  [硬件产品, 策略产品, 商业产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 竞...           1       False   \n",
       " 34                                              [证券类]           2       False   \n",
       " 35  [平台产品, 调度策略产品, 计算机软件, 工业互联网, 产品设计, 产品规划, 产品优化,...           2       False   \n",
       " 36  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...           1       False   \n",
       " 37               [汽摩配, 储能电源, 光伏逆变器, 电动工具, DIY工具, 雕刻机]           2       False   \n",
       " 38                       [商家平台产品经理, 卡券产品经理, 商家工具产品经理]           2       False   \n",
       " 39                                 [aPAAS, PAAS, 低代码]           1       False   \n",
       " \n",
       "    job.refreshTime job.jobId  job.salary  job.dq  job.advViewFlag  ...  \\\n",
       " 0   20230512093402  57777369      12-20k  广州-天河区            False  ...   \n",
       " 1   20230530083947  57107999      20-30k  广州-天河区            False  ...   \n",
       " 2   20230526111627  57468567      13-18k  广州-海珠区            False  ...   \n",
       " 3   20230509135035  53905185      10-15k      广州            False  ...   \n",
       " 4   20230511103714  44976343  25-50k·15薪  广州-黄埔区            False  ...   \n",
       " 5   20230504190550  58057927      10-15k  广州-天河区            False  ...   \n",
       " 6   20230426141515  53229199        薪资面议  广州-越秀区            False  ...   \n",
       " 7   20230330091454  57408743      10-15k  广州-越秀区            False  ...   \n",
       " 8   20230525163711  57159433      15-25k  广州-天河区            False  ...   \n",
       " 9   20230509094030  58390569      12-20k  广州-荔湾区            False  ...   \n",
       " 10  20230529171143  58199349      12-18k  广州-天河区            False  ...   \n",
       " 11  20220317182024  41290327  18-28k·16薪      广州            False  ...   \n",
       " 12  20230526103834  58865541      11-22k  广州-黄埔区            False  ...   \n",
       " 13  20230530091549  45221833      20-30k      广州            False  ...   \n",
       " 14  20230504121152  57889235  20-30k·13薪  广州-海珠区            False  ...   \n",
       " 15  20230523154409  57814805        薪资面议  广州-黄埔区            False  ...   \n",
       " 16  20230512182807  55722059      15-30k  广州-天河区            False  ...   \n",
       " 17  20230531104200  45286367  25-30k·13薪      广州            False  ...   \n",
       " 18  20230525154124  51591169      10-15k  广州-天河区            False  ...   \n",
       " 19  20230421153315  58015939  20-40k·15薪  广州-番禺区            False  ...   \n",
       " 20  20230518102021  56353301      10-15k  广州-海珠区            False  ...   \n",
       " 21  20230531105557  45394927      15-20k      广州            False  ...   \n",
       " 22  20230505181759  45683969      15-22k      广州            False  ...   \n",
       " 23  20230526094414  45308487  30-45k·13薪      广州            False  ...   \n",
       " 24  20230531105045  44810969  20-25k·15薪  广州-越秀区            False  ...   \n",
       " 25  20230505142525  45819273  40-45k·13薪      广州            False  ...   \n",
       " 26  20230526091948  55925863  15-25k·15薪  广州-番禺区            False  ...   \n",
       " 27  20230526133150  46433639      18-25k      广州            False  ...   \n",
       " 28  20230418091105  57515707      10-20k  广州-花都区            False  ...   \n",
       " 29  20230531092828  46084959  15-22k·15薪      广州            False  ...   \n",
       " 30  20230511105751  58468577      15-30k  广州-黄埔区            False  ...   \n",
       " 31  20230512101034  45790977  12-23k·14薪      广州            False  ...   \n",
       " 32  20230510152641  45999831  20-35k·16薪  广州-黄埔区            False  ...   \n",
       " 33  20230522141244  46323475      15-25k      广州            False  ...   \n",
       " 34  20230410203802  57678719       5-10k  广州-越秀区            False  ...   \n",
       " 35  20230522141000  58560527  30-35k·15薪      广州            False  ...   \n",
       " 36  20230529110659  44015825  25-35k·16薪      广州            False  ...   \n",
       " 37  20230525152417  56951709      18-35k  广州-白云区            False  ...   \n",
       " 38  20230531114652  52902781        薪资面议      广州            False  ...   \n",
       " 39  20230522161427  46332889  15-25k·14薪      广州            False  ...   \n",
       " \n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0              False  e8745aba1f44ddd621b2f8f304de3409   \n",
       " 1              False  a763a6e12f4cc17423dd82048d2a5100   \n",
       " 2              False  118f2107f1cffd78f06e67ddd0ac83fb   \n",
       " 3              False  b2e0e1cd6662f9c2ad9335e34c9a3d33   \n",
       " 4              False  1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       " 5              False  60594a9407d7cb054b53644631eb3497   \n",
       " 6              False  0357dfdc49d1c5bf05cc3533f38cabfd   \n",
       " 7              False  359bd67de102d9f3f5e974ae7984fb3b   \n",
       " 8              False  99eb60e1f41d1417d12ae001da874ad0   \n",
       " 9              False  bbe4f6cf98e83f464109358361d1d219   \n",
       " 10             False  c4a6882ae5a2b806d65a09526da31470   \n",
       " 11             False  3c7809eade2bdcbf731b0e7b4e6639e3   \n",
       " 12             False  ce61ba8d4c151d8f6403d335c5b5d082   \n",
       " 13             False  bcfb248d81622df9814b3f199160ac46   \n",
       " 14             False  ea923dd63e8c3229eab76b5dfbb30bf9   \n",
       " 15             False  9253c4cadde60ee3fe1fd031a0d1c044   \n",
       " 16             False  19d698ad726e82c6f6d4d4c65fa3a9b4   \n",
       " 17             False  58e2be32f89d084310ee47cd0b18af73   \n",
       " 18             False  53f4a6c45736901616fb42317938ffd4   \n",
       " 19             False  3936531b0aaffaa01698fc9aa35683d5   \n",
       " 20             False  a985b1cc9435acec5615fb3f5153d5fd   \n",
       " 21             False  d2b1b80e634d4881d6ec585d8dc7a8ff   \n",
       " 22             False  a6a36203ac25c97da114dac230b41181   \n",
       " 23             False  ff848b1290d7cdd540873f966d3505a0   \n",
       " 24             False  8674b61a5d3a243db7d203dbacf6355b   \n",
       " 25             False  d06c986f548d0875b25abbb984891973   \n",
       " 26             False  9c54366c6111050ac031c51e4a5422e4   \n",
       " 27             False  261dbbf763066763b00b4c109711acbd   \n",
       " 28             False  9224e21535a0770f9d45710a02ad2182   \n",
       " 29             False  219d3d5d316bc695e4bca1bf30bb37ec   \n",
       " 30             False  a46e6a720cc2f558d50ecc632c458cef   \n",
       " 31             False  aead9dacc279a396823b0a6e59ee3652   \n",
       " 32             False  e6262e73d31452542c65107cf619febc   \n",
       " 33             False  1b9de0b642b7f7d52db36c521249fe4a   \n",
       " 34             False  221a63b5ccc754dccedc73674aa09304   \n",
       " 35             False  f575e67c0c3d1d8db38803165db5818e   \n",
       " 36             False  0416e8749c8e011f7be12e24c6f108b7   \n",
       " 37             False  f46dcfb2e3470237b822ec2d66ea2db5   \n",
       " 38             False  d67a620935e36e7774c82c488cf98222   \n",
       " 39             False  de11d91e92a8b70571c5dd2002663a3f   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       " 0    54d1e761712e7147fd8062c902c.jpg   1327734.0       500-999人   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg   6393769.0       100-499人   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg   8695948.0         50-99人   \n",
       " 3    5f8f986aea60860b75384fab08u.jpg   8570774.0     1000-2000人   \n",
       " 4   61bfe8e8d8489c6530a2c4db06u.jpeg         NaN    5000-10000人   \n",
       " 5    5a263b6a8e50f94a6b8cda1104a.png   8806837.0       100-499人   \n",
       " 6    5be945038e50de530bc5c87504a.jpg   8979802.0     2000-5000人   \n",
       " 7    5f8f9866dfb13a7dee342f1808u.jpg   8231842.0       100-499人   \n",
       " 8    5f8f986c79c7cc70efbf36c808u.jpg    258022.0       100-499人   \n",
       " 9    5f8f9863f6d1ab58476f246a08u.jpg  12646921.0       100-499人   \n",
       " 10   58ae36bb70328d334761292606a.png   8662914.0         50-99人   \n",
       " 11   5f8f98648dbe6273dcf8515508u.jpg   9541320.0     2000-5000人   \n",
       " 12   5f8f9865ea60860b75384fa508u.jpg  12700881.0         50-99人   \n",
       " 13   61501dadcf573a724668629006u.png         NaN       100-499人   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg  13414269.0       100-499人   \n",
       " 15   5f8f98648dbe6273dcf8515508u.jpg  13364381.0       100-499人   \n",
       " 16   5f8f986aea60860b75384fab08u.jpg   8971021.0       500-999人   \n",
       " 17  6343e6e55f9dbd49324bb35004u.jpeg         NaN                  \n",
       " 18   6327cc3643870c7c4666e63a07u.png   6976808.0    5000-10000人   \n",
       " 19   5f8f9868f6d1ab58476f24a008u.jpg   8244054.0       10000人以上   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg  12198163.0       100-499人   \n",
       " 21   6411ee1a3c488720c74dbf9d07u.png         NaN          1-49人   \n",
       " 22  633fe7ef18438d3982f7b5b707u.jpeg         NaN     1000-2000人   \n",
       " 23   61b17baba2e0b703a8cdb34603u.jpg         NaN       100-499人   \n",
       " 24   6100ba7999bae10d052ceaa608u.png         NaN       100-499人   \n",
       " 25   62342d7ed2d0fe1c1e7f14b201u.jpg         NaN       10000人以上   \n",
       " 26   622f05ed8eba3d325c9e1bf505u.png   9131583.0       100-499人   \n",
       " 27   606fab6254b1b8300056a55003u.jpg         NaN     2000-5000人   \n",
       " 28   5f8f9865ea60860b75384fa508u.jpg  13183547.0         50-99人   \n",
       " 29  631ab03c2adb5a50343567ba02u.jpeg         NaN     2000-5000人   \n",
       " 30   641c6a5a0fbd233662f71b6801u.png  12259667.0         50-99人   \n",
       " 31   5e0968cf6324626e1783089208u.jpg         NaN     2000-5000人   \n",
       " 32   55fbdc7a45ce930364a2633803a.jpg         NaN       100-499人   \n",
       " 33   643cb049e6a7af2d28749e2408u.png         NaN       500-999人   \n",
       " 34   64709c04d131167c64e6f3b807u.png  13501215.0          1-49人   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg   9393699.0     1000-2000人   \n",
       " 36   61b9a74a71d0446f813181ce05u.jpg         NaN       500-999人   \n",
       " 37  6376f3005c34912721fe67d302u.jpeg   9196376.0       500-999人   \n",
       " 38   5f8f9868f6d1ab58476f24a008u.jpg  10269839.0       100-499人   \n",
       " 39   6123173e19ebc66d54ef743304u.jpg         NaN     2000-5000人   \n",
       " \n",
       "                       comp.compLogo          comp.compName  \\\n",
       " 0   5bfe9c5774719df0ac9a31bc03a.png                   越亮传奇   \n",
       " 1   5a1b7a5470323b4a84a43f1b06a.png         广东中润医药(集团)有限公司   \n",
       " 2   6375971030feaf10965d4d0e02u.png          广州大白互联网科技有限公司   \n",
       " 3   61f345c474673e5468cfe23607u.png           广东德生科技股份有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png           某广州计算机软件上市公司   \n",
       " 5   5bfe97e674719df0ac9952fc03a.png                   环球商域   \n",
       " 6   5dc3baf5cd52473b94bc804d04u.png       三生国健药业(上海)股份有限公司   \n",
       " 7   60481b345688e80ba9f4550602u.png          北京康派特医疗器械有限公司   \n",
       " 8   5bfe98fb74719df0ac998b8303a.png                   山高制药   \n",
       " 9   6448b2b0f16cc06e327575f204u.png     东方红西洋参药业(通化)股份有限公司   \n",
       " 10  5bfe904974719d35745a9b3e03a.png          广州大气候农业科技有限公司   \n",
       " 11  635f3558bc4bee6f5c71877b04u.png                   数字广东   \n",
       " 12  6122fadbe01ef413aee1af4402u.png                鑫数聚网络科技   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png            某广州知名IT服务公司   \n",
       " 14  642e82c58b791015aae8d2ab04u.png                   白驹科技   \n",
       " 15  639689d6f021873656dc161e03u.png         粤港澳大湾区(广东)国创中心   \n",
       " 16  600fa7ae9aab4720890f690907u.jpg                   品高软件   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                  某知名公司   \n",
       " 18  60bdbb777cc07936e59f707602u.png                   德科信息   \n",
       " 19  5e72de2a37483e328d5dac9407u.jpg             美的集团企业数字平台   \n",
       " 20  612739e7e854ed4c2754976503u.png           广州盒子互联科技有限公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                某广州日化公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                某国内知名公司   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png               某知名互联网公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png               运营商全资子公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png                某大型上市集团   \n",
       " 26  5e7c7bef37483e328d67342d06u.png                   蘑菇物联   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png              某国内制药上市公司   \n",
       " 28  61b07937d0458d53c627567e02u.jpg         广州智都投资控股集团有限公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png              大型港资消费品集团   \n",
       " 30  5fb77c254e19660289e2bbfa02u.jpg            广州紫为云科技有限公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png            某深圳大型科技金融公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png              某广州IT服务公司   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png           某广州大型计算机软件公司   \n",
       " 34  6244a928327ecf47c9370ace01u.jpg  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 35  5cf46371501544662c8b451c07u.png                   树根互联   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              某广州基金证券公司   \n",
       " 37  5da536c83a199e0c2e42a49705u.jpg                    时易中   \n",
       " 38  5de4de98cd52473b94ead5d507u.jpg               蚁米控股有限公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png             某广州大型互联网公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0    https://www.liepin.com/company/1327734/               互联网            NaN  \n",
       " 1    https://www.liepin.com/company/6393769/                制药            NaN  \n",
       " 2    https://www.liepin.com/company/8695948/               互联网            NaN  \n",
       " 3    https://www.liepin.com/company/8570774/               互联网          中小板上市  \n",
       " 4                                                        计算机软件            已上市  \n",
       " 5    https://www.liepin.com/company/8806837/               互联网            NaN  \n",
       " 6    https://www.liepin.com/company/8979802/                制药            已上市  \n",
       " 7    https://www.liepin.com/company/8231842/              医疗器械            NaN  \n",
       " 8     https://www.liepin.com/company/258022/                制药            NaN  \n",
       " 9   https://www.liepin.com/company/12646921/                制药            NaN  \n",
       " 10   https://www.liepin.com/company/8662914/             计算机硬件            NaN  \n",
       " 11   https://www.liepin.com/company/9541320/               互联网            NaN  \n",
       " 12  https://www.liepin.com/company/12700881/              电子商务            NaN  \n",
       " 13                                                        IT服务          融资未公开  \n",
       " 14  https://www.liepin.com/company/13414269/              电子商务            NaN  \n",
       " 15  https://www.liepin.com/company/13364381/           政府/公共事业            NaN  \n",
       " 16   https://www.liepin.com/company/8971021/             计算机软件          科创板上市  \n",
       " 17                                                       批发/零售          融资未公开  \n",
       " 18   https://www.liepin.com/company/6976808/               互联网           战略投资  \n",
       " 19   https://www.liepin.com/company/8244054/             家具/家居            NaN  \n",
       " 20  https://www.liepin.com/company/12198163/             批发/零售            NaN  \n",
       " 21                                                          日化            NaN  \n",
       " 22                                                        智能硬件           战略融资  \n",
       " 23                                                      互联网/电商          融资未公开  \n",
       " 24                                                  内容(音视频/阅读)          融资未公开  \n",
       " 25                                                        农林牧渔            已上市  \n",
       " 26   https://www.liepin.com/company/9131583/             计算机软件             B轮  \n",
       " 27                                                          制药            已上市  \n",
       " 28  https://www.liepin.com/company/13183547/           其他商务服务业          融资未公开  \n",
       " 29                                                    食品/饮料/日化          融资未公开  \n",
       " 30  https://www.liepin.com/company/12259667/              人工智能            NaN  \n",
       " 31                                                        科技金融           战略融资  \n",
       " 32                                                        IT服务          融资未公开  \n",
       " 33                                                       计算机软件          融资未公开  \n",
       " 34  https://www.liepin.com/company/13501215/          基金/证券/期货          融资未公开  \n",
       " 35   https://www.liepin.com/company/9393699/              人工智能             C轮  \n",
       " 36                                                        科技金融           战略融资  \n",
       " 37   https://www.liepin.com/company/9196376/              电子商务            NaN  \n",
       " 38  https://www.liepin.com/company/10269839/               区块链            NaN  \n",
       " 39                                                         互联网             B轮  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2246290435%22%2C%22as_from%2...   \n",
       " 1   %7B%22jobId%22%3A%2256142583%22%2C%22as_from%2...   \n",
       " 2   %7B%22jobId%22%3A%2244949997%22%2C%22as_from%2...   \n",
       " 3   %7B%22jobId%22%3A%2253237389%22%2C%22as_from%2...   \n",
       " 4   %7B%22jobId%22%3A%2250830003%22%2C%22as_from%2...   \n",
       " 5   %7B%22jobId%22%3A%2246193129%22%2C%22as_from%2...   \n",
       " 6   %7B%22jobId%22%3A%2256844717%22%2C%22as_from%2...   \n",
       " 7   %7B%22jobId%22%3A%2244919753%22%2C%22as_from%2...   \n",
       " 8   %7B%22jobId%22%3A%2245945725%22%2C%22as_from%2...   \n",
       " 9   %7B%22jobId%22%3A%2246090579%22%2C%22as_from%2...   \n",
       " 10  %7B%22jobId%22%3A%2245590703%22%2C%22as_from%2...   \n",
       " 11  %7B%22jobId%22%3A%2245321933%22%2C%22as_from%2...   \n",
       " 12  %7B%22jobId%22%3A%2245117801%22%2C%22as_from%2...   \n",
       " 13  %7B%22jobId%22%3A%2245845173%22%2C%22as_from%2...   \n",
       " 14  %7B%22jobId%22%3A%2258151139%22%2C%22as_from%2...   \n",
       " 15  %7B%22jobId%22%3A%2250951539%22%2C%22as_from%2...   \n",
       " 16  %7B%22jobId%22%3A%2245749651%22%2C%22as_from%2...   \n",
       " 17  %7B%22jobId%22%3A%2257700793%22%2C%22as_from%2...   \n",
       " 18  %7B%22jobId%22%3A%2246111753%22%2C%22as_from%2...   \n",
       " 19  %7B%22jobId%22%3A%2251334281%22%2C%22as_from%2...   \n",
       " 20  %7B%22jobId%22%3A%2234595667%22%2C%22as_from%2...   \n",
       " 21  %7B%22jobId%22%3A%2244047251%22%2C%22as_from%2...   \n",
       " 22  %7B%22jobId%22%3A%2246054287%22%2C%22as_from%2...   \n",
       " 23  %7B%22jobId%22%3A%2245901729%22%2C%22as_from%2...   \n",
       " 24  %7B%22jobId%22%3A%2257047195%22%2C%22as_from%2...   \n",
       " 25  %7B%22jobId%22%3A%2245183899%22%2C%22as_from%2...   \n",
       " 26  %7B%22jobId%22%3A%2246026935%22%2C%22as_from%2...   \n",
       " 27  %7B%22jobId%22%3A%2257658491%22%2C%22as_from%2...   \n",
       " 28  %7B%22jobId%22%3A%2247482149%22%2C%22as_from%2...   \n",
       " 29  %7B%22jobId%22%3A%2227121441%22%2C%22as_from%2...   \n",
       " 30  %7B%22jobId%22%3A%2258152747%22%2C%22as_from%2...   \n",
       " 31  %7B%22jobId%22%3A%2255890723%22%2C%22as_from%2...   \n",
       " 32  %7B%22jobId%22%3A%2254376101%22%2C%22as_from%2...   \n",
       " 33  %7B%22jobId%22%3A%2253519155%22%2C%22as_from%2...   \n",
       " 34  %7B%22jobId%22%3A%2246206299%22%2C%22as_from%2...   \n",
       " 35  %7B%22jobId%22%3A%2245934075%22%2C%22as_from%2...   \n",
       " 36  %7B%22jobId%22%3A%2256983293%22%2C%22as_from%2...   \n",
       " 37  %7B%22jobId%22%3A%2245280255%22%2C%22as_from%2...   \n",
       " 38  %7B%22jobId%22%3A%2245738677%22%2C%22as_from%2...   \n",
       " 39  %7B%22jobId%22%3A%2258574175%22%2C%22as_from%2...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"jobId\":\"46290435\",\"jobKind\":\"1\",\"userId\":\"cb...                     陈女士   \n",
       " 1   {\"jobId\":\"56142583\",\"jobKind\":\"2\",\"userId\":\"e3...                     王女士   \n",
       " 2   {\"jobId\":\"44949997\",\"jobKind\":\"1\",\"userId\":\"52...                     李女士   \n",
       " 3   {\"jobId\":\"53237389\",\"jobKind\":\"2\",\"userId\":\"3d...                     梁女士   \n",
       " 4   {\"jobId\":\"50830003\",\"jobKind\":\"2\",\"userId\":\"5d...                     陈女士   \n",
       " 5   {\"jobId\":\"46193129\",\"jobKind\":\"1\",\"userId\":\"0d...                     孙女士   \n",
       " 6   {\"jobId\":\"56844717\",\"jobKind\":\"2\",\"userId\":\"8d...                     林女士   \n",
       " 7   {\"jobId\":\"44919753\",\"jobKind\":\"1\",\"userId\":\"f6...                     朱女士   \n",
       " 8   {\"jobId\":\"45945725\",\"jobKind\":\"1\",\"userId\":\"74...                     麦女士   \n",
       " 9   {\"jobId\":\"46090579\",\"jobKind\":\"1\",\"userId\":\"e7...                     周女士   \n",
       " 10  {\"jobId\":\"45590703\",\"jobKind\":\"1\",\"userId\":\"bb...                     林先生   \n",
       " 11  {\"jobId\":\"45321933\",\"jobKind\":\"1\",\"userId\":\"6b...                     黎先生   \n",
       " 12  {\"jobId\":\"45117801\",\"jobKind\":\"2\",\"userId\":\"b8...                     胡女士   \n",
       " 13  {\"jobId\":\"45845173\",\"jobKind\":\"1\",\"userId\":\"8d...                     张女士   \n",
       " 14  {\"jobId\":\"58151139\",\"jobKind\":\"2\",\"userId\":\"46...                     郭女士   \n",
       " 15  {\"jobId\":\"50951539\",\"jobKind\":\"2\",\"userId\":\"12...                     杨女士   \n",
       " 16  {\"jobId\":\"45749651\",\"jobKind\":\"1\",\"userId\":\"82...                     刘女士   \n",
       " 17  {\"jobId\":\"57700793\",\"jobKind\":\"2\",\"userId\":\"d2...                     屈女士   \n",
       " 18  {\"jobId\":\"46111753\",\"jobKind\":\"1\",\"userId\":\"c1...                     王女士   \n",
       " 19  {\"jobId\":\"51334281\",\"jobKind\":\"2\",\"userId\":\"26...                     许女士   \n",
       " 20  {\"jobId\":\"34595667\",\"jobKind\":\"2\",\"userId\":\"ac...                     李女士   \n",
       " 21  {\"jobId\":\"44047251\",\"jobKind\":\"1\",\"userId\":\"59...                     梁女士   \n",
       " 22  {\"jobId\":\"46054287\",\"jobKind\":\"1\",\"userId\":\"6e...                     廖女士   \n",
       " 23  {\"jobId\":\"45901729\",\"jobKind\":\"1\",\"userId\":\"6b...                     刘女士   \n",
       " 24  {\"jobId\":\"57047195\",\"jobKind\":\"2\",\"userId\":\"7a...                     张女士   \n",
       " 25  {\"jobId\":\"45183899\",\"jobKind\":\"1\",\"userId\":\"52...                     李女士   \n",
       " 26  {\"jobId\":\"46026935\",\"jobKind\":\"1\",\"userId\":\"b5...                     江女士   \n",
       " 27  {\"jobId\":\"57658491\",\"jobKind\":\"2\",\"userId\":\"09...                     蒋女士   \n",
       " 28  {\"jobId\":\"47482149\",\"jobKind\":\"2\",\"userId\":\"af...                     刘女士   \n",
       " 29  {\"jobId\":\"27121441\",\"jobKind\":\"2\",\"userId\":\"44...                     杨先生   \n",
       " 30  {\"jobId\":\"58152747\",\"jobKind\":\"2\",\"userId\":\"39...                     陈先生   \n",
       " 31  {\"jobId\":\"55890723\",\"jobKind\":\"2\",\"userId\":\"0b...                     刘女士   \n",
       " 32  {\"jobId\":\"54376101\",\"jobKind\":\"2\",\"userId\":\"78...                     张女士   \n",
       " 33  {\"jobId\":\"53519155\",\"jobKind\":\"2\",\"userId\":\"24...                     郑女士   \n",
       " 34  {\"jobId\":\"46206299\",\"jobKind\":\"1\",\"userId\":\"1b...                     王先生   \n",
       " 35  {\"jobId\":\"45934075\",\"jobKind\":\"1\",\"userId\":\"2f...                     徐先生   \n",
       " 36  {\"jobId\":\"56983293\",\"jobKind\":\"2\",\"userId\":\"92...                     许女士   \n",
       " 37  {\"jobId\":\"45280255\",\"jobKind\":\"1\",\"userId\":\"7f...                     胡女士   \n",
       " 38  {\"jobId\":\"45738677\",\"jobKind\":\"1\",\"userId\":\"42...                     潘先生   \n",
       " 39  {\"jobId\":\"58574175\",\"jobKind\":\"2\",\"userId\":\"05...                     梁先生   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                      猎头顾问  fcf2114e8f2614743417a188cf69ded9   \n",
       " 1                      人事专员  ae28de7e05e365ec4905a3841e4dc3ea   \n",
       " 2                      猎头顾问  47c7281c664c4cfbdfb6df235db455f2   \n",
       " 3                      招聘经理  b2343a48ce9521f8b01ab0b6a8525841   \n",
       " 4                      人事hr  cf6451ff4774f9b657fc5606f317ba92   \n",
       " 5                      猎头顾问  4a6476f46a99c752f73b70b4b92bfcab   \n",
       " 6                        招聘  1bc13934e7e7c7da3417a188cf69ded9   \n",
       " 7                      猎头顾问  af37bfdd722c88409018c687d130599f   \n",
       " 8                      猎头顾问  b9f88f43c04801e48d1ff84e0a6c6898   \n",
       " 9                      猎头顾问  984d2bfd41b952eae70dc0cfcb4da503   \n",
       " 10                     猎头顾问  44e50aa80f27a0756b15966466d2d9d8   \n",
       " 11                     猎头顾问  2c181dff0a8a579ba79528f6dd52f0e8   \n",
       " 12                     招聘专家  cc444a52da70719466ce88607322b750   \n",
       " 13                     猎头顾问  f52928389fd9f0128929711dbddfb0c2   \n",
       " 14                     人事经理  923af6015e6b21390f287de485347e8a   \n",
       " 15                     招聘专家  622150fec605e72597cd4b0530f9e3f9   \n",
       " 16                     猎头顾问  d61f095cc800f77897cd4b0530f9e3f9   \n",
       " 17                   人力资源专员  ae4d6cfa4ade940c9b424d05e277c733   \n",
       " 18                     猎头顾问  36766cfaecfcc204ff86eb5f1c63f723   \n",
       " 19                     HRBP  b4d96f73a31cbe87527a3bdaa9ebdbbf   \n",
       " 20                           c5847aea1c23c31a05cd690f9a5023eb   \n",
       " 21                     猎头顾问  c5da367b78581eed2980490a0cdf2257   \n",
       " 22                     猎头顾问  6636f38675d8b7ba78f5885b11a76839   \n",
       " 23                     猎头顾问  7ff8b743eeca2c7446fdeacabc467e13   \n",
       " 24                     HRBP  de76dc572f39a56c3a8b4208b41a2597   \n",
       " 25                     猎头顾问  47c7281c664c4cfbdfb6df235db455f2   \n",
       " 26                     猎头顾问  94febc63b2c9ac27337193710fe42056   \n",
       " 27                    顾问(C)  44a618f48b67b75f535fdf4c3133a040   \n",
       " 28                       人事  794026459431c35e9941166e65ebdb6f   \n",
       " 29               一品红药业集团管理员  2edd5d384c7f34508d1ff84e0a6c6898   \n",
       " 30                           d3b5a4baa14108f53eaad1f295204b5b   \n",
       " 31    Senior Recruiter/HRBP  8efd3436fa841834351ff05530f680dd   \n",
       " 32                       HR  aa8b21345c137717befa578784e31c32   \n",
       " 33                      招聘者  fae1f13112aa052898c82c53e9e3d78d   \n",
       " 34                     猎头顾问  a66614c5fda2a6ad46503bbeedd3ac36   \n",
       " 35                     猎头顾问  d774760d66ebcf4993bfd302333462b2   \n",
       " 36                   人才发展经理  94904b03dc048e435eb8013476205931   \n",
       " 37                     猎头顾问  20885e870931c562fdb0a7e165355a7f   \n",
       " 38                     猎头顾问  58a1a30e81a9f4892980490a0cdf2257   \n",
       " 39                           8c73d1365dfc2a9bc15a5e4f528462cc   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2              False   5f8fa3baf6d1ab58476f324908u.png   \n",
       " 1                     2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2                     2              False   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 3                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 4                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5                     2              False   5f9911d48082791fc88e00a108u.jpg   \n",
       " 6                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 7                     2              False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 8                     2              False   632070a743986e16a4c975f802u.jpg   \n",
       " 9                     2              False  644624dbf219ba139428124f07u.jpeg   \n",
       " 10                    2              False   5f4cabe4f6d1ab584744be6908u.jpg   \n",
       " 11                    2              False   606f06507baa0914aaf5a7ff08u.png   \n",
       " 12                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 13                    2              False   5ff1bdd23059cc17bf3015c202u.png   \n",
       " 14                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 15                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                    2              False   5ed7ad64f1b6f069706bff9405u.png   \n",
       " 17                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18                    2              False  5ef2feddf3eec46a3236800901u.jpeg   \n",
       " 19                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 20                    2              False   5549d80e0cf2995a4d53931b01a.jpg   \n",
       " 21                    2              False   61ebb7db24197d7c9f670fc507u.png   \n",
       " 22                    2              False   627bad3ce982830f050531bf04u.jpg   \n",
       " 23                    2              False   62660d6d7dc4284518a2f3b403u.png   \n",
       " 24                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 25                    2              False   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 26                    2              False   60e3d5a2985255792700b03a04u.jpg   \n",
       " 27                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 28                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 29                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 31                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 32                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 33                    2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 34                    2              False   5e19f13b6324626e17922ade05u.jpg   \n",
       " 35                    2              False   60ebc1979cd97d3452c266a501u.png   \n",
       " 36                    2              False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 37                    2              False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38                    2              False   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 39                    2              False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " \n",
       "                recruiter.recruiterId comp.compStage  ...  \\\n",
       " 0   cb20117709c138fd04beb6d29944d399          融资未公开  ...   \n",
       " 1   e36552938188a1aad74c93eafadb8eb7            NaN  ...   \n",
       " 2   52229be8ed4151f64b65e1f549214846          融资未公开  ...   \n",
       " 3   3da856d0a37d22c7ac75ddce953ab37b          融资未公开  ...   \n",
       " 4   5dc67f95ba5ed1f2eff4dbfe6d95cd20            NaN  ...   \n",
       " 5   0dd877bcb68b9a0259d70b3f0042e372             B轮  ...   \n",
       " 6   8d40063177ef707d795a973736202239           美股上市  ...   \n",
       " 7   f62a0fec29e935658f6e5a2365ec89af            已上市  ...   \n",
       " 8   74380bcadc3c89c4012bf50cd421a4aa           战略融资  ...   \n",
       " 9   e74b7762e3c2196313844c771f53c5c5            NaN  ...   \n",
       " 10  bbc902c76aba1c8e62fe30917a7bad7b            已上市  ...   \n",
       " 11  6b32c702f6ed1168c9d2ef9a82b05133          融资未公开  ...   \n",
       " 12  b800c16df80330f3c924521a08a8da61            NaN  ...   \n",
       " 13  8dc308e2c8eeab27a40e728962c2e162             A轮  ...   \n",
       " 14  46f6d85bb8fe93ccc0a0bfe3de62bc1d            NaN  ...   \n",
       " 15  124830771fa7f2a4a100c42c4161c979          创业板上市  ...   \n",
       " 16  82bf70076e125184c190c0df093d077f             A轮  ...   \n",
       " 17  d240723b0e912c8397fdbbeae47fcb1b         沪深A股上市  ...   \n",
       " 18  c10a02701b66accbf5bc85d0c839426e             A轮  ...   \n",
       " 19  26d7d9b095087c2f70c9588d28dfd16f          创业板上市  ...   \n",
       " 20  ace89497d02cfc2b95233d81e46c8fb7            NaN  ...   \n",
       " 21  5911d5cbd9fd4b5a2bca552d3ed4af2d            已上市  ...   \n",
       " 22  6e9ffd3c9ae9112ee4242e495fea7fe1          不需要融资  ...   \n",
       " 23  6bdf647ef51a0c283d68809214015172          融资未公开  ...   \n",
       " 24  7a5b05937023850a65b69a91a3e9c70d            NaN  ...   \n",
       " 25  52229be8ed4151f64b65e1f549214846          融资未公开  ...   \n",
       " 26  b51c078704671a29df039cc29199613b          融资未公开  ...   \n",
       " 27  09e0778742af564b68885d5a85906472            NaN  ...   \n",
       " 28  afbf12d877df8a7a4702592abf81987c           美股上市  ...   \n",
       " 29  446fa8eec304cee5246608e7b5510cdd         沪深A股上市  ...   \n",
       " 30  3936531b0aaffaa01698fc9aa35683d5            NaN  ...   \n",
       " 31  0b0c90adf9dba7db1c365306d4cf4761            NaN  ...   \n",
       " 32  78b21aaf6b604d1ce1faaf72e371061e          融资未公开  ...   \n",
       " 33  24aeddc383d3bb80db077e345043218d         沪深A股上市  ...   \n",
       " 34  1bdb86e90f5f9df4be56458dd4d5c5fb          融资未公开  ...   \n",
       " 35  2f5ec4c6d61b14d601f5476701bf42ec            NaN  ...   \n",
       " 36  926b2c62dc6a39b3c282f3df59e835f4         沪深A股上市  ...   \n",
       " 37  7f0312f8db0c514ef1a8bbcb3a983750            NaN  ...   \n",
       " 38  427acd357091d000fbd248da0a9beae7           战略融资  ...   \n",
       " 39  05367a882914ceeb9117d2197b051c27             B轮  ...   \n",
       " \n",
       "                               job.title job.topJob job.requireEduLevel  \\\n",
       " 0                           产品经理（功能性食品）      False                学历不限   \n",
       " 1                                  产品经理      False                统招本科   \n",
       " 2                              AI应用产品经理      False               本科及以上   \n",
       " 3                                  产品经理      False                统招本科   \n",
       " 4                                  产品经理      False                  大专   \n",
       " 5                            产品经理（to C)      False                统招本科   \n",
       " 6                    供应链产品经理 (MJ014974)      False                  本科   \n",
       " 7                                  产品经理      False               本科及以上   \n",
       " 8                       国企背景-AI产品经理-福利佳      False                统招本科   \n",
       " 9                                  产品经理      False               本科及以上   \n",
       " 10                        产品经理（音响音箱耳机等）      False               本科及以上   \n",
       " 11                             AI应用产品经理      False                统招本科   \n",
       " 12                             产品经理（B端）      False                  本科   \n",
       " 13                           芯片产品经理（广州）      False                统招本科   \n",
       " 14                                 产品经理      False                  本科   \n",
       " 15                               医学产品经理      False                  本科   \n",
       " 16                               高级产品经理      False               本科及以上   \n",
       " 17                 产品经理（数字化） (MJ001940)      False                  本科   \n",
       " 18                       产品经理（C端基金投顾业务）      False                统招本科   \n",
       " 19                         产品经理(J12123)      False                  本科   \n",
       " 20                             智慧环保产品经理      False                  硕士   \n",
       " 21                       英文流利的海外SFA产品经理      False               本科及以上   \n",
       " 22                             海外社交产品经理      False               本科及以上   \n",
       " 23                      AI应用产品经理-知名保健公司      False                统招本科   \n",
       " 24                              快消品产品经理      False                  本科   \n",
       " 25         AI应用产品经理（推荐、预测类，实操算法、应用场景设计）      False                统招本科   \n",
       " 26                               医药产品经理      False                统招本科   \n",
       " 27                       ZNXT-产品经理（IoT）      False                  本科   \n",
       " 28                产品经理（游戏营收） (MJ004322)      False                统招本科   \n",
       " 29  产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)      False                  本科   \n",
       " 30                        产品经理（人力资源数字化）      False                  本科   \n",
       " 31                               水稻产品经理      False                统招本科   \n",
       " 32                          项目经理/高级产品经理      False                  本科   \n",
       " 33                                 产品经理      False                  大专   \n",
       " 34                       食品产品经理（45～68万）      False               本科及以上   \n",
       " 35                          产品经理（招聘信息化）      False               本科及以上   \n",
       " 36                               高级产品经理      False                统招本科   \n",
       " 37                                 产品经理      False                学历不限   \n",
       " 38                               高级产品经理      False               硕士及以上   \n",
       " 39                               高级产品经理      False                统招本科   \n",
       " \n",
       "                                        job.dataPromId  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=8&d...   \n",
       " \n",
       "                                        job.link job.advViewFlag  \\\n",
       " 0       https://www.liepin.com/a/46290435.shtml           False   \n",
       " 1   https://www.liepin.com/job/1956142583.shtml           False   \n",
       " 2       https://www.liepin.com/a/44949997.shtml           False   \n",
       " 3   https://www.liepin.com/job/1953237389.shtml           False   \n",
       " 4   https://www.liepin.com/job/1950830003.shtml           False   \n",
       " 5       https://www.liepin.com/a/46193129.shtml           False   \n",
       " 6   https://www.liepin.com/job/1956844717.shtml           False   \n",
       " 7       https://www.liepin.com/a/44919753.shtml           False   \n",
       " 8       https://www.liepin.com/a/45945725.shtml           False   \n",
       " 9       https://www.liepin.com/a/46090579.shtml           False   \n",
       " 10      https://www.liepin.com/a/45590703.shtml           False   \n",
       " 11      https://www.liepin.com/a/45321933.shtml           False   \n",
       " 12  https://www.liepin.com/job/1945117801.shtml           False   \n",
       " 13      https://www.liepin.com/a/45845173.shtml           False   \n",
       " 14  https://www.liepin.com/job/1958151139.shtml           False   \n",
       " 15  https://www.liepin.com/job/1950951539.shtml           False   \n",
       " 16      https://www.liepin.com/a/45749651.shtml           False   \n",
       " 17  https://www.liepin.com/job/1957700793.shtml           False   \n",
       " 18      https://www.liepin.com/a/46111753.shtml           False   \n",
       " 19  https://www.liepin.com/job/1951334281.shtml           False   \n",
       " 20  https://www.liepin.com/job/1934595667.shtml           False   \n",
       " 21      https://www.liepin.com/a/44047251.shtml           False   \n",
       " 22      https://www.liepin.com/a/46054287.shtml           False   \n",
       " 23      https://www.liepin.com/a/45901729.shtml           False   \n",
       " 24  https://www.liepin.com/job/1957047195.shtml           False   \n",
       " 25      https://www.liepin.com/a/45183899.shtml           False   \n",
       " 26      https://www.liepin.com/a/46026935.shtml           False   \n",
       " 27  https://www.liepin.com/job/1957658491.shtml           False   \n",
       " 28  https://www.liepin.com/job/1947482149.shtml           False   \n",
       " 29  https://www.liepin.com/job/1927121441.shtml           False   \n",
       " 30  https://www.liepin.com/job/1958152747.shtml           False   \n",
       " 31  https://www.liepin.com/job/1955890723.shtml           False   \n",
       " 32  https://www.liepin.com/job/1954376101.shtml           False   \n",
       " 33  https://www.liepin.com/job/1953519155.shtml           False   \n",
       " 34      https://www.liepin.com/a/46206299.shtml           False   \n",
       " 35      https://www.liepin.com/a/45934075.shtml           False   \n",
       " 36  https://www.liepin.com/job/1956983293.shtml           False   \n",
       " 37      https://www.liepin.com/a/45280255.shtml           False   \n",
       " 38      https://www.liepin.com/a/45738677.shtml           False   \n",
       " 39  https://www.liepin.com/job/1958574175.shtml           False   \n",
       " \n",
       "    job.requireWorkYears comp.compId job.pcOuterLink job.h5OuterLink  \n",
       " 0                  1-3年         NaN             NaN             NaN  \n",
       " 1                  1-3年  13297665.0                                  \n",
       " 2                 5-10年         NaN             NaN             NaN  \n",
       " 3                  3-5年   9407681.0                                  \n",
       " 4                  3-5年  13187101.0                                  \n",
       " 5                 5-10年         NaN             NaN             NaN  \n",
       " 6                 5-10年   2020322.0                                  \n",
       " 7                  3-5年         NaN             NaN             NaN  \n",
       " 8                 5-10年         NaN             NaN             NaN  \n",
       " 9                  1-3年         NaN             NaN             NaN  \n",
       " 10                 经验不限         NaN             NaN             NaN  \n",
       " 11                 经验不限         NaN             NaN             NaN  \n",
       " 12                 3-5年   9678658.0                                  \n",
       " 13                5-10年         NaN             NaN             NaN  \n",
       " 14                5-10年  12646921.0                                  \n",
       " 15                 3-5年   1688048.0                                  \n",
       " 16                 3-5年         NaN             NaN             NaN  \n",
       " 17                 1-3年   8547388.0                                  \n",
       " 18                 3-5年         NaN             NaN             NaN  \n",
       " 19                 3-5年   8010374.0                                  \n",
       " 20                5-10年   8466811.0                                  \n",
       " 21                5-10年         NaN             NaN             NaN  \n",
       " 22                 3-5年         NaN             NaN             NaN  \n",
       " 23                 3-5年         NaN             NaN             NaN  \n",
       " 24                5-10年  13103111.0                                  \n",
       " 25                5-10年         NaN             NaN             NaN  \n",
       " 26                5-10年         NaN             NaN             NaN  \n",
       " 27                5-10年   2528485.0                                  \n",
       " 28                 1-3年    930104.0                                  \n",
       " 29                10年以上   8788514.0                                  \n",
       " 30                5-10年   8244054.0                                  \n",
       " 31                 1-3年   8929680.0                                  \n",
       " 32                 经验不限  12328817.0                                  \n",
       " 33                5-10年   7898133.0                                  \n",
       " 34                10年以上         NaN             NaN             NaN  \n",
       " 35                 经验不限         NaN             NaN             NaN  \n",
       " 36                 3-5年   7854025.0                                  \n",
       " 37                5-10年         NaN             NaN             NaN  \n",
       " 38                5-10年         NaN             NaN             NaN  \n",
       " 39                 3-5年   9284656.0                                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45961399\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 1   {\"jobId\":\"45327715\",\"recruiterName\":\"王先生\",\"imI...   \n",
       " 2   {\"jobId\":\"44224915\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 3   {\"jobId\":\"58129587\",\"recruiterName\":\"徐先生\",\"imI...   \n",
       " 4   {\"jobId\":\"55530841\",\"recruiterName\":\"赵女士\",\"imI...   \n",
       " 5   {\"jobId\":\"46151241\",\"recruiterName\":\"巫女士\",\"imI...   \n",
       " 6   {\"jobId\":\"56429361\",\"recruiterName\":\"张女士\",\"imI...   \n",
       " 7   {\"jobId\":\"46020733\",\"recruiterName\":\"周先生\",\"imI...   \n",
       " 8   {\"jobId\":\"45947985\",\"recruiterName\":\"贾女士\",\"imI...   \n",
       " 9   {\"jobId\":\"46149019\",\"recruiterName\":\"宋女士\",\"imI...   \n",
       " 10  {\"jobId\":\"54136715\",\"recruiterName\":\"王女士\",\"imI...   \n",
       " 11  {\"jobId\":\"48036829\",\"recruiterName\":\"方先生\",\"imI...   \n",
       " 12  {\"jobId\":\"56489421\",\"recruiterName\":\"孙先生\",\"imI...   \n",
       " 13  {\"jobId\":\"46206069\",\"recruiterName\":\"屈先生\",\"imI...   \n",
       " 14  {\"jobId\":\"44689287\",\"recruiterName\":\"岑先生\",\"imI...   \n",
       " 15  {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"imI...   \n",
       " 16  {\"jobId\":\"57044845\",\"recruiterName\":\"杜女士\",\"imI...   \n",
       " 17  {\"jobId\":\"44352331\",\"recruiterName\":\"周先生\",\"imI...   \n",
       " 18  {\"jobId\":\"57956263\",\"recruiterName\":\"关女士\",\"imI...   \n",
       " 19  {\"jobId\":\"55746849\",\"recruiterName\":\"郑先生\",\"imI...   \n",
       " 20  {\"jobId\":\"45822769\",\"recruiterName\":\"黄女士\",\"imI...   \n",
       " 21  {\"jobId\":\"45740499\",\"recruiterName\":\"夏先生\",\"imI...   \n",
       " 22  {\"jobId\":\"52754703\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       " 23  {\"jobId\":\"57233595\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 24  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"imId...   \n",
       " 25  {\"jobId\":\"55514005\",\"recruiterName\":\"唐女士\",\"imI...   \n",
       " 26  {\"jobId\":\"55715185\",\"recruiterName\":\"贺女士\",\"imI...   \n",
       " 27  {\"jobId\":\"44908943\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 28  {\"jobId\":\"44682779\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       " 29  {\"jobId\":\"44509295\",\"recruiterName\":\"梁先生\",\"imI...   \n",
       " 30  {\"jobId\":\"58647455\",\"recruiterName\":\"梁先生\",\"imI...   \n",
       " 31  {\"jobId\":\"45469299\",\"recruiterName\":\"周女士\",\"imI...   \n",
       " 32  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"imI...   \n",
       " 33  {\"jobId\":\"44048627\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       " 34  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"imI...   \n",
       " 35  {\"jobId\":\"54623353\",\"recruiterName\":\"蔡先生\",\"imI...   \n",
       " 36  {\"jobId\":\"43462411\",\"recruiterName\":\"董女士\",\"imI...   \n",
       " 37  {\"jobId\":\"54702227\",\"recruiterName\":\"吕女士\",\"imI...   \n",
       " 38  {\"jobId\":\"31859047\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       " 39  {\"jobId\":\"55935497\",\"recruiterName\":\"范女士\",\"imI...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0                                          [中台产品, 爬虫]                   \n",
       " 1   [AI人工智能产品, 数据产品, 推荐产品, 策略产品, 工具产品, 人工智能, 团队管理,...             NaN   \n",
       " 2   [数据产品, 计算机软件, 企业服务, 产品设计, 竞品分析, 原型设计, 用户研究, 需求...             NaN   \n",
       " 3                                   [新零售, 商品中心, 产品经理]                   \n",
       " 4                                              [数据产品]                   \n",
       " 5     [调度策略产品, 交通/运输/物流, 物流快递, O2O, 需求挖掘, 产品设计, 数据分析]             NaN   \n",
       " 6                                                  []                   \n",
       " 7                                                  []             NaN   \n",
       " 8          [财务产品, 数据产品, 交易产品, 电子商务, 产品规划, 产品设计, 用户研究]             NaN   \n",
       " 9     [调度策略产品, 交通/运输/物流, 物流快递, O2O, 需求挖掘, 产品设计, 数据分析]             NaN   \n",
       " 10                                                 []                   \n",
       " 11           [产品经理, 积木, 玩具, 潮玩, 产品企划, 市场分析, 产品规划, 爆品]                   \n",
       " 12  [ERP产品, 工具产品, ERP系统, IT互联网, 贸易/进出口, 消费品, 产品设计,...                   \n",
       " 13  [广告产品, 商业产品, 策略产品, 广告行业, 广告营销, 旅游行业, 产品设计, 产品规...             NaN   \n",
       " 14  [产品规划, 电商产品, 供应链产品, CRM产品, ERP产品, 电子商务, 家电行业, ...             NaN   \n",
       " 15                                                 []                   \n",
       " 16  [数据产品, 平台产品, 工具产品, 人工智能, 产品设计, Axure, 流程设计, Vi...                   \n",
       " 17  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 竞品分析, 产品规划, 市...             NaN   \n",
       " 18                          [AI产品, 机器学习, 业务化建模, 数据标注]                   \n",
       " 19                       [原型设计, 需求分析, 物联网, IOT, AIOT]                   \n",
       " 20                                                 []             NaN   \n",
       " 21  [需求分析, 产品经理, CRM产品, CRM系统, B端产品, 客户关系管理系统, 经销渠...             NaN   \n",
       " 22                                                 []                   \n",
       " 23                                                 []                   \n",
       " 24                                                 []                   \n",
       " 25                                             [产品策划]                   \n",
       " 26                         [供应链产品, ERP产品, 后台产品, to B]                   \n",
       " 27                                 [策略产品, 产品规划, 市场调研]             NaN   \n",
       " 28                                                 []             NaN   \n",
       " 29  [风控产品, 安全产品, 工具产品, 内容产品, 平台产品, 策略产品, 电商产品, 电子商...             NaN   \n",
       " 30                       [AI人工智能产品, 硬件产品, 智能硬件, 竞品分析]                   \n",
       " 31              [休闲食品, 新品上市, 市场调研, 渠道分析, 消费者研究, 活动策划]             NaN   \n",
       " 32                                 [用户研究, 产品规划, 数据分析]                   \n",
       " 33  [产品包装, 产品测试, 产品卖点, 渠道管理, 产品管理, 产品库存, 竞品分析, 产品规...             NaN   \n",
       " 34                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]             NaN   \n",
       " 35   [工具产品, 产品设计, 需求分析, 需求管理, 原型设计, 流程设计, 需求确认, 团队管理]                   \n",
       " 36  [产品设计, 架构设计, 供应链产品, 中台产品, 产品规划, 电子商务, to B, 需求...                   \n",
       " 37                                                 []                   \n",
       " 38                                 [工具产品, 团队管理, 产品规划]                   \n",
       " 39      [产品规划, 产品设计, 团队管理, 用户研究, Xmind, Visio, Axure]                   \n",
       " \n",
       "    job.h5OuterLink                     job.title job.jobId job.refreshTime  \\\n",
       " 0                         产品经理（B端）—热招 (MJ005394)  45961399  20211224210115   \n",
       " 1              NaN                      AI应用产品经理  45327715  20230531090621   \n",
       " 2              NaN                        软件产品经理  44224915  20230529075611   \n",
       " 3                          产品经理(商品方向) (MJ007121)  58129587  20230425163749   \n",
       " 4                                         数据产品经理  55530841  20230119094809   \n",
       " 5              NaN                          产品经理  46151241  20230516104645   \n",
       " 6                                           产品经理  56429361  20230223174129   \n",
       " 7              NaN                          产品经理  46020733  20230519165547   \n",
       " 8              NaN                        高级产品经理  45947985  20230509120628   \n",
       " 9              NaN                   网约车供需调度产品经理  46149019  20230516102154   \n",
       " 10                                   高级产品/硬件产品经理  54136715  20230426171846   \n",
       " 11                             产品经理（积木）--TOP TOY  48036829  20230426112947   \n",
       " 12                                       ERP产品经理  56489421  20230526175305   \n",
       " 13             NaN                商业化产品经理（广告SDK）  46206069  20230530094146   \n",
       " 14             NaN                        电商产品经理  44689287  20230529105914   \n",
       " 15                                       产品经理-肿瘤  56161375  20230530104441   \n",
       " 16                                       可视化产品经理  57044845  20230522140947   \n",
       " 17             NaN                    产品经理（工控主板）  44352331  20230522215557   \n",
       " 18                                          产品经理  57956263  20230427113626   \n",
       " 19                                       IOT产品经理  55746849  20230515141901   \n",
       " 20             NaN                          品质PM  45822769  20230505150600   \n",
       " 21             NaN                   B端产品经理（CRM）  45740499  20230502161251   \n",
       " 22                                        医药产品经理  52754703  20230531093622   \n",
       " 23                                  产品经理（国际售后服务）  57233595  20230525172552   \n",
       " 24                                          产品经理   7643641  20230520143546   \n",
       " 25                                     文创产品经理/主管  55514005  20230412173745   \n",
       " 26                  高级产品经理（供应商关系管理方向） (MJ007490)  55715185  20230201164533   \n",
       " 27             NaN                          产品经理  44908943  20230529095449   \n",
       " 28             NaN                          产品经理  44682779  20230509083622   \n",
       " 29             NaN                    风控产品经理（P7）  44509295  20230530161432   \n",
       " 30                                       AI产品经理岗  58647455  20230518102540   \n",
       " 31             NaN                          产品经理  45469299  20230530094859   \n",
       " 32                                     文创产品经理/主管  55722223  20230506163645   \n",
       " 33             NaN                       穿戴甲产品经理  44048627  20230505174416   \n",
       " 34             NaN                          产品经理  45131607  20230530092848   \n",
       " 35                                    云网产品经理（部门）  54623353  20230417164705   \n",
       " 36                                        高级产品经理  43462411  20221205091040   \n",
       " 37                                      高级硬件产品经理  54702227  20230302214354   \n",
       " 38                                    产品经理（分子诊断）  31859047  20230307091844   \n",
       " 39                                          产品经理  55935497  20230208172109   \n",
       " \n",
       "     job.salary  job.dq  ...                    recruiter.imId  \\\n",
       " 0       20-30k  广州-番禺区  ...  60efe437c70b76529f525c4acd6c5f37   \n",
       " 1   18-23k·15薪  广州-白云区  ...  72ecb361ba916478e37b0b202b2adc1c   \n",
       " 2   20-35k·16薪      广州  ...  d1eafe82fea263be24eff958a002fd93   \n",
       " 3   20-30k·13薪  广州-海珠区  ...  f2a9fecabc412c36e37b0b202b2adc1c   \n",
       " 4   30-55k·13薪  广州-南沙区  ...  7980ac559c374d1ae0d71104ecc2e595   \n",
       " 5   20-40k·15薪      广州  ...  e11b80b04609e9ff13dd84912f51618a   \n",
       " 6   20-35k·13薪  广州-天河区  ...  fd1fcea43bd7ee6e17c4cef3d8aaac05   \n",
       " 7       15-20k      广州  ...  b9f70d611dcfd9e27305a8d8367242c1   \n",
       " 8   30-50k·15薪  广州-海珠区  ...  5fe562b6e420eb8f712c830ebff006a2   \n",
       " 9       20-40k      广州  ...  56e86d750df937e52982e990dc084411   \n",
       " 10      25-30k      广州  ...  1fe1f195fb9b578b4036597854bcf58c   \n",
       " 11  10-15k·13薪  广州-海珠区  ...  b89e764ec35c9b3cc307fe6e334c0c05   \n",
       " 12  13-17k·13薪  广州-天河区  ...  9fbc61d0752de96db0d5b28e45c71a2f   \n",
       " 13  25-50k·15薪      广州  ...  1fbc37ff3d6b9fd53417a188cf69ded9   \n",
       " 14      18-35k      广州  ...  8bd0ba2156eebdaa4a7a04e7d95591ea   \n",
       " 15      20-35k  广州-荔湾区  ...  fdb297e5cdef0dd5613348042573671f   \n",
       " 16      20-40k      广州  ...  c4b57ae90cdd5c4a4f9742af3b6a500a   \n",
       " 17      15-25k      广州  ...  19b052eb6628882f9427b88c78d2ff1f   \n",
       " 18      15-27k  广州-番禺区  ...  448b39ea4be058e369df24199cb901bf   \n",
       " 19      15-20k  广州-越秀区  ...  7b45825a4d901ce4f11128a5dd7e8a14   \n",
       " 20  12-13k·13薪      广州  ...  f1babf1239ec0f75a8576116ff288909   \n",
       " 21      30-50k  广州-天河区  ...  518f284f8175a46402f523e94e784db2   \n",
       " 22      15-30k  广州-天河区  ...  dbcd6e0284e53acce474946c099a7055   \n",
       " 23  16-30k·15薪  广州-番禺区  ...  d3b5a4baa14108f53eaad1f295204b5b   \n",
       " 24      25-35k      广州  ...  2edd5d384c7f34508d1ff84e0a6c6898   \n",
       " 25       8-15k  广州-海珠区  ...  7b04fb242fcc83f15c4deb543ee50277   \n",
       " 26  20-35k·14薪  广州-番禺区  ...  7c51dc9ff303b3c9fa40e259a967f7de   \n",
       " 27      22-23k      广州  ...  5d74db042f5fd415f76fdb90ccba96fb   \n",
       " 28      15-20k      广州  ...  a75b25f528b30730337193710fe42056   \n",
       " 29     80-110k  广州-海珠区  ...  c51748c8e2a807e6bddcd3b09c02d41c   \n",
       " 30      16-22k  广州-天河区  ...  60e2244e57dd33c7db286ab5a8a082c5   \n",
       " 31  18-30k·13薪      广州  ...  75231b04f258d02e62cb88e0a323364d   \n",
       " 32       8-12k  广州-海珠区  ...  0b64e00a67b1d9a5e4b537e9b7803e4b   \n",
       " 33      14-25k  广州-海珠区  ...  adcbc811655da4a48929711dbddfb0c2   \n",
       " 34      30-60k      广州  ...  684fde117e1cc80562cb88e0a323364d   \n",
       " 35      10-20k  广州-天河区  ...  ea2b4acea9bbfabec051c4e7ef49e137   \n",
       " 36  30-40k·13薪  广州-白云区  ...  671315a9f88fbccbe3a362ce23913155   \n",
       " 37  20-35k·13薪  广州-黄埔区  ...  3c1c20f5b4bffef399eeb040770b0b48   \n",
       " 38      16-25k  广州-海珠区  ...  d822bd20bd7d62fc6ddb46921ed98068   \n",
       " 39   8-12k·13薪  广州-白云区  ...  268c0b08e79a46aa16768808f0a1623b   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compId  \\\n",
       " 0                     2   61b994fcd318b4087cedf6b204u.png   9808891.0   \n",
       " 1                     2  61c01f4f3d6c762de8f2844302u.jpeg         NaN   \n",
       " 2                     2   5dea380fcd52473b94f382a203u.jpg         NaN   \n",
       " 3                     2   5f8f98698dbe6273dcf8516008u.jpg   8116383.0   \n",
       " 4                     2   5f8f9866dfb13a7dee342f1808u.jpg   8169921.0   \n",
       " 5                     2   61dd77ac7a207a14f8eb517305u.png         NaN   \n",
       " 6                     2   5f8f986779c7cc70efbf36c008u.jpg   7956379.0   \n",
       " 7                     2   5dc3b718d38a3d7423c4023f04u.jpg         NaN   \n",
       " 8                     2   61dcfba3d34efb29661ced2204u.jpg         NaN   \n",
       " 9                     2   5db68b8947b2f02171b10fd201u.jpg         NaN   \n",
       " 10                    2   5f8f9865ea60860b75384fa508u.jpg  12274147.0   \n",
       " 11                    2   5f8f98698dbe6273dcf8516008u.jpg   8392675.0   \n",
       " 12                    2   5f8f9868f6d1ab58476f24a008u.jpg  13329179.0   \n",
       " 13                    2   5e9d65385a1a60079d75291402u.jpg         NaN   \n",
       " 14                    2   5f6b1f50dfb13a7dee2443fe01u.jpg         NaN   \n",
       " 15                    2   5f8f9863f6d1ab58476f246a08u.jpg   9510141.0   \n",
       " 16                    2   5f8f986779c7cc70efbf36c008u.jpg   9393699.0   \n",
       " 17                    2   60ed5d2ad7a78d2ad53fbb0d07u.jpg         NaN   \n",
       " 18                    2   617ba78eba38366b25cd6ba907u.jpg   7939633.0   \n",
       " 19                    2   5f8f986c79c7cc70efbf36c808u.jpg  12561289.0   \n",
       " 20                    2   60f7762017b23e15ed84a9a008u.jpg         NaN   \n",
       " 21                    2   5f4c594fea60860b750e520202u.jpg         NaN   \n",
       " 22                    2   5f8f9863f6d1ab58476f246a08u.jpg  13207877.0   \n",
       " 23                    2   5f8f9868f6d1ab58476f24a008u.jpg   8244054.0   \n",
       " 24                    2   5f8f986aea60860b75384fab08u.jpg   8788514.0   \n",
       " 25                    2   5f8f9866dfb13a7dee342f1808u.jpg  13352111.0   \n",
       " 26                    2   5f8f9863f6d1ab58476f246a08u.jpg   8706847.0   \n",
       " 27                    2  63feb4168215c0586b782b5306u.jpeg         NaN   \n",
       " 28                    2   5fc838b87d6477448762618c01u.png         NaN   \n",
       " 29                    2   612de190d3d9672368b2f53b07u.png         NaN   \n",
       " 30                    2   5f8f98698dbe6273dcf8516008u.jpg  13501419.0   \n",
       " 31                    2   5f6560019d37de587979f2ff02u.png         NaN   \n",
       " 32                    2   5f8f986779c7cc70efbf36c008u.jpg  13393455.0   \n",
       " 33                    2   5f8fa3a6f6d1ab58476f322808u.png         NaN   \n",
       " 34                    2   60594891e67dd642e66167e607u.jpg         NaN   \n",
       " 35                    2   5f8f986bdfb13a7dee342f2108u.jpg   8382009.0   \n",
       " 36                    2   5f8f9863f6d1ab58476f246a08u.jpg  12334979.0   \n",
       " 37                    2   5779d5a645ce3fd9faec0cb504a.png   8774273.0   \n",
       " 38                    2   5f8f9863f6d1ab58476f246a08u.jpg   8773130.0   \n",
       " 39                    2   5f8f9866dfb13a7dee342f1808u.jpg  13306809.0   \n",
       " \n",
       "     comp.compStage                    comp.compLogo       comp.compName  \\\n",
       " 0               D轮  61b07937d0458d53c627567e02u.jpg               SHEIN   \n",
       " 1            融资未公开  60e2fe0bf3df194a3c48adb502u.png           某大型健康产品公司   \n",
       " 2              NaN  60e2fe0bf3df194a3c48adb502u.png             某专业服务公司   \n",
       " 3              NaN  5bfe994374719df0ac9999a303a.png                 钱大妈   \n",
       " 4              NaN  5bfea37574719d2aa34c8a5c03a.png    毕马威中国 KPMG China   \n",
       " 5            融资未公开  60e2fe0bf3df194a3c48adb502u.png          某广州知名互联网公司   \n",
       " 6              NaN  5cece8199fae687d437913a708u.png               Qinda   \n",
       " 7              已上市  60e2fe0bf3df194a3c48adb502u.png           某国内制药上市公司   \n",
       " 8               A轮  60e2fe0bf3df194a3c48adb502u.png             新型互联网公司   \n",
       " 9            融资未公开  60e2fe0bf3df194a3c48adb502u.png            某广州互联网公司   \n",
       " 10           融资未公开  6094e88edf45a46a965afffc07u.png                中视信息   \n",
       " 11             NaN  5f694f53f6d1ab58475e74fc06u.png                名创优品   \n",
       " 12             NaN  636c552e47468d27846ca42408u.png       广州乐芙化妆品科技有限公司   \n",
       " 13              B轮  60e2fe0bf3df194a3c48adb502u.png              出海服务公司   \n",
       " 14           融资未公开  60e2fe0bf3df194a3c48adb502u.png             某电子商务公司   \n",
       " 15             NaN  5bfea0c574719d2aa34c074f03a.png       李氏大药厂(香港)有限公司   \n",
       " 16              C轮  5cf46371501544662c8b451c07u.png                树根互联   \n",
       " 17           融资未公开  60e2fe0bf3df194a3c48adb502u.png             某广州知名公司   \n",
       " 18             NaN  5b7d04f48e5016e5665c193104a.jpg       浩鲸云计算科技股份有限公司   \n",
       " 19             NaN  64084e6b1e3e2e339e28622905u.png                菲亚兰德   \n",
       " 20           融资未公开  60e2fe0bf3df194a3c48adb502u.png            某贸易进出口公司   \n",
       " 21             NaN  60e2fe0bf3df194a3c48adb502u.png               某知名公司   \n",
       " 22           融资未公开  6441e2939228f46e07fd8da901u.png                朗臣医疗   \n",
       " 23             NaN  5e72de2a37483e328d5dac9407u.jpg          美的集团企业数字平台   \n",
       " 24          沪深A股上市  60f0012c66b5e17b60aa022905u.png                 一品红   \n",
       " 25             NaN  61b07937d0458d53c627567e02u.jpg              广东蓝理建设   \n",
       " 26             NaN  5c64c511261c45f22d50d39303u.png               SHEIN   \n",
       " 27           融资未公开  60e2fe0bf3df194a3c48adb502u.png             某广州制药公司   \n",
       " 28           融资未公开  60e2fe0bf3df194a3c48adb502u.png               某安防公司   \n",
       " 29             已上市  60e2fe0bf3df194a3c48adb502u.png          某广州大型互联网公司   \n",
       " 30             NaN  61b07937d0458d53c627567e02u.jpg   一起赢(广东)数字音画传媒有限公司   \n",
       " 31           融资未公开  60e2fe0bf3df194a3c48adb502u.png            大型上市食品企业   \n",
       " 32             NaN  63da3c9d211aff1618cde20207u.png              恒鼎文化传媒   \n",
       " 33             NaN  60e2fe0bf3df194a3c48adb502u.png               某知名公司   \n",
       " 34             已上市  60e2fe0bf3df194a3c48adb502u.png        某广州计算机软件上市公司   \n",
       " 35             NaN  5bfe978474719df0ac993ea303a.png  中讯邮电咨询设计院有限公司广东分公司   \n",
       " 36             NaN  5f71b103dfb13a7dee27c76e01u.png        广州赫特信息技术有限公司   \n",
       " 37              B轮  5eb647f24ff090104e46357203u.jpg           黑格智能 黑格科技   \n",
       " 38             NaN  5ca1dec5261c454598fe601001u.png        广州嘉检医学检测有限公司   \n",
       " 39             NaN  63a2a909b022af187d034ead05u.png     广州华银康医疗集团股份有限公司   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \n",
       " 0        10000人以上            专业技术服务   https://www.liepin.com/company/9808891/  \n",
       " 1      2000-5000人          食品/饮料/日化                                            \n",
       " 2           1-49人            人力资源服务                                            \n",
       " 3     5000-10000人               新零售   https://www.liepin.com/company/8116383/  \n",
       " 4     5000-10000人            专业技术服务   https://www.liepin.com/company/8169921/  \n",
       " 5        100-499人               互联网                                            \n",
       " 6        100-499人             机械/设备   https://www.liepin.com/company/7956379/  \n",
       " 7      2000-5000人                制药                                            \n",
       " 8        100-499人            互联网/电商                                            \n",
       " 9        100-499人               互联网                                            \n",
       " 10       100-499人             计算机软件  https://www.liepin.com/company/12274147/  \n",
       " 11     1000-2000人             批发/零售   https://www.liepin.com/company/8392675/  \n",
       " 12          1-49人              电子商务  https://www.liepin.com/company/13329179/  \n",
       " 13       100-499人            互联网/电商                                            \n",
       " 14       100-499人              电子商务                                            \n",
       " 15       500-999人                制药   https://www.liepin.com/company/9510141/  \n",
       " 16     1000-2000人              人工智能   https://www.liepin.com/company/9393699/  \n",
       " 17       500-999人             计算机软件                                            \n",
       " 18    5000-10000人             计算机软件   https://www.liepin.com/company/7939633/  \n",
       " 19       500-999人             机械/设备  https://www.liepin.com/company/12561289/  \n",
       " 20          1-49人            贸易/进出口                                            \n",
       " 21                            批发/零售                                            \n",
       " 22         50-99人                制药  https://www.liepin.com/company/13207877/  \n",
       " 23       10000人以上             家具/家居   https://www.liepin.com/company/8244054/  \n",
       " 24       500-999人                制药   https://www.liepin.com/company/8788514/  \n",
       " 25       500-999人           房地产开发经营  https://www.liepin.com/company/13352111/  \n",
       " 26    5000-10000人               互联网   https://www.liepin.com/company/8706847/  \n",
       " 27       100-499人                制药                                            \n",
       " 28       100-499人              智能安防                                            \n",
       " 29       10000人以上               互联网                                            \n",
       " 30          1-49人          广播/影视/录音  https://www.liepin.com/company/13501419/  \n",
       " 31       10000人以上          食品/饮料/日化                                            \n",
       " 32          1-49人             文化艺术业  https://www.liepin.com/company/13393455/  \n",
       " 33          1-49人            其他生活服务                                            \n",
       " 34    5000-10000人             计算机软件                                            \n",
       " 35     1000-2000人              通信设备   https://www.liepin.com/company/8382009/  \n",
       " 36       100-499人              电子商务  https://www.liepin.com/company/12334979/  \n",
       " 37       500-999人             机械/设备   https://www.liepin.com/company/8774273/  \n",
       " 38       100-499人              生物技术   https://www.liepin.com/company/8773130/  \n",
       " 39    5000-10000人              医疗机构  https://www.liepin.com/company/13306809/  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-24T11:55:23.881053Z",
     "iopub.status.busy": "2023-05-24T11:55:23.880527Z",
     "iopub.status.idle": "2023-05-24T11:55:24.430528Z",
     "shell.execute_reply": "2023-05-24T11:55:24.429582Z",
     "shell.execute_reply.started": "2023-05-24T11:55:23.881022Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[数据产品, 数据分析, 需求分析, 产品规划]</td>\n",
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       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230519104316</td>\n",
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       "      <td>645047fb60fa5c871d24dc9cc8759447</td>\n",
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       "      <td>人工智能</td>\n",
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       "      <td>B轮</td>\n",
       "      <td>5bfea09e74719d2aa34bffaf03a.png</td>\n",
       "      <td>9671912.0</td>\n",
       "      <td>https://www.liepin.com/company/9671912/</td>\n",
       "      <td>100-499人</td>\n",
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       "    <tr>\n",
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       "      <td>{\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[产品设计, Axure, 需求分析, 用户研究, 市场调研]</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
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       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230523090918</td>\n",
       "      <td>需求分析工程师1107</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>52c5e4e6bb49caf577ecfc6fdc5191b1</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>上海数慧系统技术有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfffb4374719da073f12afc03u.png</td>\n",
       "      <td>7912081.0</td>\n",
       "      <td>https://www.liepin.com/company/7912081/</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[安全大脑, 态势感知, 安全产品, 产品规划, 需求分析]</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>58784427</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230523173947</td>\n",
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       "      <td>招聘</td>\n",
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       "      <td>计算机软件</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>2000-5000人</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>50965433</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
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       "      <td>50-99人</td>\n",
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       "    <tr>\n",
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       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>44053277</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230524103554</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
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       "      <td>猎头顾问</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
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       "      <td></td>\n",
       "      <td>500-999人</td>\n",
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       "    <tr>\n",
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       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>57679297</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>56689685</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230303234707</td>\n",
       "      <td>Product Sales Manager MR 产品销售经理 广州</td>\n",
       "      <td>...</td>\n",
       "      <td>Recruiter-Talent Acquisition</td>\n",
       "      <td>f08748e81b3b0757d734fc6b171fa589</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>西门子医疗系统</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c0dfd9f570cb120f184080203u.jpg</td>\n",
       "      <td>8916227.0</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>58215521</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>57794503</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>57635749</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230522155255</td>\n",
       "      <td>口腔产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>9f412d916bb7f4fc2bb7667df57e2265</td>\n",
       "      <td>601e5dd309f00f0851fa393b07u.png</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>美莱整形</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea5c374719d2aa34cea8003a.png</td>\n",
       "      <td>7953428.0</td>\n",
       "      <td>https://www.liepin.com/company/7953428/</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>45379571</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9780c9933530029971f2c48a1f2fc365</td>\n",
       "      <td>6334ed78b3675f2b6ab1bc9801u.jpeg</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[化妆品, to B]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>45380041</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7660709be664be56c32a8aef2aff706d</td>\n",
       "      <td>62a6c09a08bee4201e5c618f05u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>44113675</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230306145244</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>某国内大型食品/饮料/日化公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[to C, 消费品, 电子商务]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>57001973</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230516104125</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[产品经理, 产品策划, 产品开发, 护肤品开发, 竞品分析, 消费者研究]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>56599163</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230523091823</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>hr</td>\n",
       "      <td>08c47b29111d53f9128b5c5e955e54ca</td>\n",
       "      <td>5c2f1c75570cb1037dc6f24208u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>雅丽洁集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c2728c5570cb1037dc2f50606u.png</td>\n",
       "      <td>8268689.0</td>\n",
       "      <td>https://www.liepin.com/company/8268689/</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 产品规划, 市...</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>57223711</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524113921</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专家</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>D轮</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"userId\":\"6ead9a9d40a95e1521ca53f73fa20618\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[游戏行业]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>46215899</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230517172019</td>\n",
       "      <td>高级产品PM（ARPG）</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6ead9a9d40a95e1521ca53f73fa20618</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>56876529</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524111646</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"userId\":\"5369e7da61679300c4ea886ca3074b77\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[渠道推广, 市场推广, 营销活动, to B, to G, IT/互联网/软件, 电子/通...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>58630299</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230523085437</td>\n",
       "      <td>产品推广经理</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘HR</td>\n",
       "      <td>5369e7da61679300c4ea886ca3074b77</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"userId\":\"f51c1d2e9c63ee702eb20f824463cbc5\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[牙齿正畸]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>57784639</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230519143903</td>\n",
       "      <td>客户经理--齿科正畸产品</td>\n",
       "      <td>...</td>\n",
       "      <td>recruiting manager</td>\n",
       "      <td>f51c1d2e9c63ee702eb20f824463cbc5</td>\n",
       "      <td>5d639dabd0718579c6ce8cec04u.jpg</td>\n",
       "      <td>化工</td>\n",
       "      <td>3M中国</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe910574719d35745abfa303a.png</td>\n",
       "      <td>7864451.0</td>\n",
       "      <td>https://www.liepin.com/company/7864451/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>45327891</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>57513943</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524094629</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>57157157</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>56295007</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>30477665</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524173501</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>45187159</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>44978805</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>43037645</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>112</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>35923437</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>50466807</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>55829685</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源业务合作伙伴</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[生物工程, 微生物研究, 试剂, 制药企业, 生物企业]</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>48554057</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230518131003</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>58584023</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524094629</td>\n",
       "      <td>Senior Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>54145433</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230524111448</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>日化</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>45177357</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230524143847</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>日化</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, IT/互联网/软件, 服务...</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>57403583</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>45422545</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0fa2d60e2668081853ee69faf212d0bc</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2</td>\n",
       "      <td>55992453</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>...</td>\n",
       "      <td>HRM</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>48905275</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>25415919</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td></td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>...</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...   \n",
       "1   {\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...   \n",
       "2   {\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...   \n",
       "3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "4   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       "5   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       "6   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       "7   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...   \n",
       "8   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "9   {\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...   \n",
       "10  {\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...   \n",
       "11  {\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...   \n",
       "12  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       "13  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       "14  {\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...   \n",
       "15  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       "16  {\"userId\":\"6ead9a9d40a95e1521ca53f73fa20618\",\"...   \n",
       "17  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       "18  {\"userId\":\"5369e7da61679300c4ea886ca3074b77\",\"...   \n",
       "19  {\"userId\":\"f51c1d2e9c63ee702eb20f824463cbc5\",\"...   \n",
       "20  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...   \n",
       "21  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       "22  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       "23  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       "24  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       "25  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       "26  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       "27  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       "28  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       "29  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       "30  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       "31  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       "32  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       "33  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       "34  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       "35  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       "36  {\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...   \n",
       "37  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       "38  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       "39  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           job.labels  job.dq job.jobKind  \\\n",
       "0                            [数据产品, 数据分析, 需求分析, 产品规划]  广州-南沙区           2   \n",
       "1                     [产品设计, Axure, 需求分析, 用户研究, 市场调研]  广州-越秀区           2   \n",
       "2                      [安全大脑, 态势感知, 安全产品, 产品规划, 需求分析]      广州           2   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  广州-天河区           2   \n",
       "4   [定价/竞价产品, 商业产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品设计, ...      广州           1   \n",
       "5        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  广州-番禺区           2   \n",
       "6                                                  []  广州-越秀区           2   \n",
       "7                                            [神外, 医生]  广州-越秀区           2   \n",
       "8   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  广州-天河区           2   \n",
       "9                                                  []  广州-越秀区           2   \n",
       "10                                                 []      广州           1   \n",
       "11                                        [化妆品, to B]  广州-天河区           1   \n",
       "12                                           [web端产品]  广州-白云区           1   \n",
       "13                                  [to C, 消费品, 电子商务]  广州-天河区           2   \n",
       "14             [产品经理, 产品策划, 产品开发, 护肤品开发, 竞品分析, 消费者研究]  广州-天河区           2   \n",
       "15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 产品规划, 市...      广州           2   \n",
       "16                                             [游戏行业]  广州-天河区           1   \n",
       "17                                                 []  广州-天河区           2   \n",
       "18  [渠道推广, 市场推广, 营销活动, to B, to G, IT/互联网/软件, 电子/通...  广州-天河区           2   \n",
       "19                                             [牙齿正畸]  广州-天河区           2   \n",
       "20                                                 []  广州-海珠区           1   \n",
       "21                                                 []  广州-天河区           2   \n",
       "22                                             [泌尿外科]  广州-越秀区           2   \n",
       "23  [策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  广州-天河区           2   \n",
       "24  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  广州-越秀区           2   \n",
       "25                                   [化妆品, 消费品, 产品开发]      广州           1   \n",
       "26                                             [to C]      广州           1   \n",
       "27                                                 []      广州           2   \n",
       "28                                                 []      广州           2   \n",
       "29                                 [商品管理, 产品企划, 商品运营]  广州-天河区           2   \n",
       "30                                                 []  广州-天河区           2   \n",
       "31                      [生物工程, 微生物研究, 试剂, 制药企业, 生物企业]  广州-黄埔区           2   \n",
       "32                                                 []  广州-天河区           2   \n",
       "33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  广州-天河区           2   \n",
       "34                                 [市场营销, 产品管理, 产品开发]      广州           1   \n",
       "35  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, IT/互联网/软件, 服务...  广州-番禺区           2   \n",
       "36  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      广州           1   \n",
       "37                                             [品牌策划]  广州-白云区           2   \n",
       "38                                [产品优化, 二次元在研, 项目管理]  广州-天河区           2   \n",
       "39                                             [增长产品]      广州           2   \n",
       "\n",
       "   job.jobId                                     job.dataPromId  \\\n",
       "0   58682753  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "1   58622837  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2   58784427  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "3   50965433  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "4   44053277  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "5   57679297  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "6   56689685  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "7   58215521  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "8   57794503  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "9   57635749  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "10  45379571  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "11  45380041  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "12  44113675  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "13  57001973  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "14  56599163  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "15  57223711  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "16  46215899  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "17  56876529  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "18  58630299  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "19  57784639  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "20  45327891  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "21  57513943  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "22  57157157  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "23  56295007  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "24  30477665  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "25  45187159  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "26  44978805  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "27  43037645  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "28  35923437  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "29  50466807  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "30  55829685  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "31  48554057  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "32  58584023  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "33  54145433  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "34  45177357  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "35  57403583  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "36  45422545  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "37  55992453  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "38  48905275  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "39  25415919  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "\n",
       "   job.h5OuterLink job.refreshTime  \\\n",
       "0                   20230519104316   \n",
       "1                   20230523090918   \n",
       "2                   20230523173947   \n",
       "3                   20230524102051   \n",
       "4              NaN  20230524103554   \n",
       "5                   20230410215438   \n",
       "6                   20230303234707   \n",
       "7                   20230428143658   \n",
       "8                   20230524102051   \n",
       "9                   20230522155255   \n",
       "10             NaN  20230507193936   \n",
       "11             NaN  20230425140852   \n",
       "12             NaN  20230306145244   \n",
       "13                  20230516104125   \n",
       "14                  20230523091823   \n",
       "15                  20230524113921   \n",
       "16             NaN  20230517172019   \n",
       "17                  20230524111646   \n",
       "18                  20230523085437   \n",
       "19                  20230519143903   \n",
       "20             NaN  20230425143147   \n",
       "21                  20230524094629   \n",
       "22                  20230321153342   \n",
       "23                  20230221094711   \n",
       "24                  20230524173501   \n",
       "25             NaN  20230411142619   \n",
       "26             NaN  20230413114524   \n",
       "27                  20210913204744   \n",
       "28                  20220319162445   \n",
       "29                  20221116184947   \n",
       "30                  20230206112123   \n",
       "31                  20230518131003   \n",
       "32                  20230524094629   \n",
       "33                  20230524111448   \n",
       "34             NaN  20230524143847   \n",
       "35                  20230329180701   \n",
       "36             NaN  20230419100536   \n",
       "37                  20230520104442   \n",
       "38                  20220928174530   \n",
       "39                  20210615114605   \n",
       "\n",
       "                                       job.title  ...  \\\n",
       "0                                   高级产品经理（数据方向）  ...   \n",
       "1                                    需求分析工程师1107  ...   \n",
       "2                                       产品经理(安全)  ...   \n",
       "3                    产品经理（化妆品原料）/Product Manager  ...   \n",
       "4                           产品经理/Product Manager  ...   \n",
       "5                            产品经理Product Manager  ...   \n",
       "6             Product Sales Manager MR 产品销售经理 广州  ...   \n",
       "7                 神外产品销售经理 Product Sales Manager  ...   \n",
       "8                              助理产品经理（化妆品原料）/APM  ...   \n",
       "9                                         口腔产品经理  ...   \n",
       "10                                     化妆品原料产品经理  ...   \n",
       "11                                          产品经理  ...   \n",
       "12                         AI应用产品经理/港资企业正编/双休WLB  ...   \n",
       "13                                      eWMS产品经理  ...   \n",
       "14                                          产品经理  ...   \n",
       "15                                  自动驾驶（硬件）产品经理  ...   \n",
       "16                                  高级产品PM（ARPG）  ...   \n",
       "17                    Automation Product Manager  ...   \n",
       "18                                        产品推广经理  ...   \n",
       "19                                  客户经理--齿科正畸产品  ...   \n",
       "20                                        硬件产品经理  ...   \n",
       "21   Assistant Product Manager / Product Manager  ...   \n",
       "22                                        医药产品经理  ...   \n",
       "23                                 产品经理（企业数字化转型）  ...   \n",
       "24                                          产品经理  ...   \n",
       "25  Assistant Product Manager / Product Manager   ...   \n",
       "26                          eWMS Product Manager  ...   \n",
       "27                                        数码产品经理  ...   \n",
       "28                                  产品经理（工业消洗产品）  ...   \n",
       "29                         产品经理-产品企划（鞋类）(J13091)  ...   \n",
       "30                             产品经理-产品企划(J13606)  ...   \n",
       "31                          微生物检测产品经理（制药或食品行业方向）  ...   \n",
       "32                        Senior Product Manager  ...   \n",
       "33                          eWMS Product Manager  ...   \n",
       "34                              Product Manager   ...   \n",
       "35                        CRM实施顾问&项目经理PM(J12971)  ...   \n",
       "36                                          产品经理  ...   \n",
       "37                                        产品策划经理  ...   \n",
       "38                        项目发行PM（二次元） (MJ000855)  ...   \n",
       "39                                          活动PM  ...   \n",
       "\n",
       "        recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                                 645047fb60fa5c871d24dc9cc8759447   \n",
       "1                           招聘经理  52c5e4e6bb49caf577ecfc6fdc5191b1   \n",
       "2                             招聘  b08efadfe5d687900f2076b311ddf847   \n",
       "3                  HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "4                           猎头顾问  1ddf52f28236620a73d520f2e8bd293b   \n",
       "5                            HRM  74207202b9a1882cbe061eb681f898fc   \n",
       "6   Recruiter-Talent Acquisition  f08748e81b3b0757d734fc6b171fa589   \n",
       "7                         人力资源专员  5445ba45a2189a2b1a078f176245fc3b   \n",
       "8                  HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "9                           人事经理  9f412d916bb7f4fc2bb7667df57e2265   \n",
       "10                          猎头顾问  9780c9933530029971f2c48a1f2fc365   \n",
       "11                          猎头顾问  7660709be664be56c32a8aef2aff706d   \n",
       "12                          猎头顾问  ef813c13d17ddf72662825202deeb056   \n",
       "13                     Recruiter  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "14                            hr  08c47b29111d53f9128b5c5e955e54ca   \n",
       "15                          招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       "16                          猎头顾问  6ead9a9d40a95e1521ca53f73fa20618   \n",
       "17                        人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       "18                          招聘HR  5369e7da61679300c4ea886ca3074b77   \n",
       "19            recruiting manager  f51c1d2e9c63ee702eb20f824463cbc5   \n",
       "20                          猎头顾问  1d96d00cfe919fa26a1adf5987777a35   \n",
       "21                        人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       "22                    高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       "23                          招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       "24                          HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       "25                          猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       "26                          猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       "27                           112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       "28                            HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       "29                                3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       "30                    人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       "31                                0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       "32                        人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       "33                          招聘经理  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       "34                          猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       "35                            HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       "36                          猎头顾问  0fa2d60e2668081853ee69faf212d0bc   \n",
       "37                           HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       "38                                69bf0604ae10eb243f03c06e2c7db374   \n",
       "39                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compIndustry    comp.compName  \\\n",
       "0    5f8f986c79c7cc70efbf36c808u.jpg              人工智能             暗物智能   \n",
       "1    5f8f98698dbe6273dcf8516008u.jpg             计算机软件     上海数慧系统技术有限公司   \n",
       "2    5f8f9866dfb13a7dee342f1808u.jpg             计算机软件       广东亿迅科技有限公司   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口             仙婷集团   \n",
       "4    5cb81b959fae687d43164cca03u.jpg             机械/设备     某广州大型机械/设备公司   \n",
       "5    5f8f9863f6d1ab58476f246a08u.jpg              IT服务   广州市新目标电子商务有限公司   \n",
       "6    5f8f98648dbe6273dcf8515508u.jpg              医疗器械          西门子医疗系统   \n",
       "7    5f8f986aea60860b75384fab08u.jpg                制药           复星医药集团   \n",
       "8    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口             仙婷集团   \n",
       "9    601e5dd309f00f0851fa393b07u.png              医疗机构             美莱整形   \n",
       "10  6334ed78b3675f2b6ab1bc9801u.jpeg            贸易/进出口            某知名公司   \n",
       "11   62a6c09a08bee4201e5c618f05u.png            贸易/进出口       某广州贸易进出口公司   \n",
       "12   62c6abbf1551f613ff3fa49a08u.png          食品/饮料/酒水  某国内大型食品/饮料/日化公司   \n",
       "13   63a9534728c57209b0f4aa0505u.png                日化         广州宝洁有限公司   \n",
       "14   5c2f1c75570cb1037dc6f24208u.jpg                日化            雅丽洁集团   \n",
       "15   63a46574fd38b10039f0b94b05u.png              人工智能       文远知行WeRide   \n",
       "16   5f8fa3a6f6d1ab58476f322808u.png             计算机软件     某广州大型计算机软件公司   \n",
       "17   5f8f98648dbe6273dcf8515508u.jpg              医疗器械              丹纳赫   \n",
       "18   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件       广东亿迅科技有限公司   \n",
       "19   5d639dabd0718579c6ce8cec04u.jpg                化工             3M中国   \n",
       "20   5f8fa3bddfb13a7dee343d7608u.png           电气机械/器材     某广州电气机械/器材公司   \n",
       "21   5f8f9863f6d1ab58476f246a08u.jpg                日化             曼秀雷敦   \n",
       "22   5f8f986aea60860b75384fab08u.jpg                制药             康方生物   \n",
       "23   5f8f9868f6d1ab58476f24a008u.jpg              通信设备             润建股份   \n",
       "24   5f8f9865ea60860b75384fa508u.jpg            专业技术服务     即能科技(广州)有限公司   \n",
       "25   6100c9081d756a75997a266703u.jpg                日化        某国内大型日化公司   \n",
       "26   62f7aab56555120790d6013103u.png          食品/饮料/酒水  某广州大型食品/饮料/酒水公司   \n",
       "27   5f8f986aea60860b75384fab08u.jpg             计算机软件             汇丰软件   \n",
       "28   5f8f9863f6d1ab58476f246a08u.jpg                制药    广东环凯微生物科技有限公司   \n",
       "29   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革            斯凯奇中国   \n",
       "30   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革            斯凯奇中国   \n",
       "31   5f8f98648dbe6273dcf8515508u.jpg                制药    广东环凯微生物科技有限公司   \n",
       "32   5f8f9863f6d1ab58476f246a08u.jpg                日化             曼秀雷敦   \n",
       "33   5f8f986aea60860b75384fab08u.jpg                日化         广州宝洁有限公司   \n",
       "34  6321be3095ee1c04143439eb01u.jpeg                日化       某国内大型快消品公司   \n",
       "35   601baaab60c8320221e3c1d902u.png               互联网   上海汉得信息技术股份有限公司   \n",
       "36   600a795d845ac93d96472a1605u.png              IT服务            某知名公司   \n",
       "37   5f8f9868f6d1ab58476f24a008u.jpg               互联网     嫚熙控股(广州)有限公司   \n",
       "38   5f8f986779c7cc70efbf36c008u.jpg                游戏             广州百田   \n",
       "39   5f8f9863f6d1ab58476f246a08u.jpg              IT服务        恩梯梯数据(中国)   \n",
       "\n",
       "   comp.compStage                    comp.compLogo comp.compId  \\\n",
       "0              B轮  5bfea09e74719d2aa34bffaf03a.png   9671912.0   \n",
       "1             NaN  5bfffb4374719da073f12afc03u.png   7912081.0   \n",
       "2             NaN  5bfea2fc74719d2aa34c73fb03a.png    552933.0   \n",
       "3             NaN  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "4           融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "5             NaN  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       "6             NaN  5c0dfd9f570cb120f184080203u.jpg   8916227.0   \n",
       "7             已上市  5bfe9d4974719d2aa34b5ab303a.png   7023768.0   \n",
       "8             NaN  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "9             NaN  5bfea5c374719d2aa34cea8003a.png   7953428.0   \n",
       "10          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "11          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "12          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "13            NaN  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       "14            NaN  5c2728c5570cb1037dc2f50606u.png   8268689.0   \n",
       "15             D轮  60a497de907306298575785f03u.png   9491766.0   \n",
       "16          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "17            NaN  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       "18            NaN  5bfea2fc74719d2aa34c73fb03a.png    552933.0   \n",
       "19            NaN  5bfe910574719d35745abfa303a.png   7864451.0   \n",
       "20            NaN  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "21            NaN  555c2acba3109367c320a8c601a.png   2061455.0   \n",
       "22           港股上市  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       "23         沪深A股上市  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       "24            NaN  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       "25          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "26          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "27             其他  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       "28          融资未公开  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       "29            NaN  628c584cb244352e0e92248608u.png  13032765.0   \n",
       "30            NaN  628c584cb244352e0e92248608u.png  13032765.0   \n",
       "31          融资未公开  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       "32            NaN  555c2acba3109367c320a8c601a.png   2061455.0   \n",
       "33            NaN  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       "34          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "35            已上市  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       "36            NaN  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "37            NaN  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       "38            已上市  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       "39            NaN  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       "\n",
       "                                   comp.link  comp.compScale  \n",
       "0    https://www.liepin.com/company/9671912/        100-499人  \n",
       "1    https://www.liepin.com/company/7912081/        500-999人  \n",
       "2     https://www.liepin.com/company/552933/      2000-5000人  \n",
       "3    https://www.liepin.com/company/8112968/          50-99人  \n",
       "4                                                   500-999人  \n",
       "5   https://www.liepin.com/company/13315477/        100-499人  \n",
       "6    https://www.liepin.com/company/8916227/     5000-10000人  \n",
       "7    https://www.liepin.com/company/7023768/        10000人以上  \n",
       "8    https://www.liepin.com/company/8112968/          50-99人  \n",
       "9    https://www.liepin.com/company/7953428/      1000-2000人  \n",
       "10                                                    50-99人  \n",
       "11                                                    50-99人  \n",
       "12                                                2000-5000人  \n",
       "13    https://www.liepin.com/company/873330/        10000人以上  \n",
       "14   https://www.liepin.com/company/8268689/      1000-2000人  \n",
       "15   https://www.liepin.com/company/9491766/        100-499人  \n",
       "16                                                  10000人以上  \n",
       "17   https://www.liepin.com/company/8506529/     5000-10000人  \n",
       "18    https://www.liepin.com/company/552933/      2000-5000人  \n",
       "19   https://www.liepin.com/company/7864451/        10000人以上  \n",
       "20                                                     1-49人  \n",
       "21   https://www.liepin.com/company/2061455/        500-999人  \n",
       "22   https://www.liepin.com/company/8275623/      2000-5000人  \n",
       "23   https://www.liepin.com/company/7863327/     5000-10000人  \n",
       "24   https://www.liepin.com/company/9283329/           1-49人  \n",
       "25                                                2000-5000人  \n",
       "26                                                  10000人以上  \n",
       "27   https://www.liepin.com/company/2664546/      2000-5000人  \n",
       "28   https://www.liepin.com/company/7932064/        100-499人  \n",
       "29  https://www.liepin.com/company/13032765/      2000-5000人  \n",
       "30  https://www.liepin.com/company/13032765/      2000-5000人  \n",
       "31   https://www.liepin.com/company/7932064/        100-499人  \n",
       "32   https://www.liepin.com/company/2061455/        500-999人  \n",
       "33    https://www.liepin.com/company/873330/        10000人以上  \n",
       "34                                                2000-5000人  \n",
       "35   https://www.liepin.com/company/8361671/        10000人以上  \n",
       "36                                                  100-499人  \n",
       "37   https://www.liepin.com/company/9660700/      1000-2000人  \n",
       "38    https://www.liepin.com/company/803274/        500-999人  \n",
       "39   https://www.liepin.com/company/6629285/      2000-5000人  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据整理成为表格\n",
    "> 1. pandas 中的concat方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:25:42.531428Z",
     "iopub.status.busy": "2023-05-31T11:25:42.530757Z",
     "iopub.status.idle": "2023-05-31T11:25:42.574888Z",
     "shell.execute_reply": "2023-05-31T11:25:42.574050Z",
     "shell.execute_reply.started": "2023-05-31T11:25:42.531386Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>...</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5ca47b93509919fa0ea15bee05u.png</td>\n",
       "      <td>唐先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>8a3cfebed73e3f07c0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>538fb44ddf62cf77b210bdf561a87525</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1957075805.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>adb06a64c3b6eb3776f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>2cc474733fe9dd811ad584ca21e38d01</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>...</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20230531094630</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958657995.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>罗女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>4d5b8a326d23429f01542792432e8b68</td>\n",
       "      <td>2</td>\n",
       "      <td>f09ba50e4cac6dd3c1d1ec63c516dc33</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230529094328</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1956356237.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230530142756</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterPhoto\":\"5cb81b959fae687d43164cca03u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230531101312</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/44053277.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"54623353\",\"recruiterName\":\"蔡先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>普通员工</td>\n",
       "      <td>False</td>\n",
       "      <td>ea2b4acea9bbfabec051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>cdb34a4a3005a81f03ec30b7fbb4a06f</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1954623353.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"43462411\",\"recruiterName\":\"董女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>董女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>671315a9f88fbccbe3a362ce23913155</td>\n",
       "      <td>2</td>\n",
       "      <td>c6558d530eecaf9389f6ce0f98f8e7df</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1943462411.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"54702227\",\"recruiterName\":\"吕女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5779d5a645ce3fd9faec0cb504a.png</td>\n",
       "      <td>吕女士</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>3c1c20f5b4bffef399eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>4ce726614a23ae57acd5ba9b6e56ce9b</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1954702227.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"31859047\",\"recruiterName\":\"刘女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>d822bd20bd7d62fc6ddb46921ed98068</td>\n",
       "      <td>2</td>\n",
       "      <td>9bd2efa895ae02aabd151f39cc007034</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1931859047.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"55935497\",\"recruiterName\":\"范女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>范女士</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>268c0b08e79a46aa16768808f0a1623b</td>\n",
       "      <td>2</td>\n",
       "      <td>1db2176ca2c7f40f531f67a1360866a1</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>...</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1955935497.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u...   \n",
       "1   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       "2   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       "3   {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       "4   {\"recruiterPhoto\":\"5cb81b959fae687d43164cca03u...   \n",
       "..                                                ...   \n",
       "35  {\"jobId\":\"54623353\",\"recruiterName\":\"蔡先生\",\"imI...   \n",
       "36  {\"jobId\":\"43462411\",\"recruiterName\":\"董女士\",\"imI...   \n",
       "37  {\"jobId\":\"54702227\",\"recruiterName\":\"吕女士\",\"imI...   \n",
       "38  {\"jobId\":\"31859047\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       "39  {\"jobId\":\"55935497\",\"recruiterName\":\"范女士\",\"imI...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "..                                                ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "           recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0   5ca47b93509919fa0ea15bee05u.png                     唐先生   \n",
       "1   5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       "2   5f8f986779c7cc70efbf36c008u.jpg                     罗女士   \n",
       "3   5f8f98648dbe6273dcf8515508u.jpg                     吴女士   \n",
       "4   5cb81b959fae687d43164cca03u.jpg                     谌女士   \n",
       "..                              ...                     ...   \n",
       "35  5f8f986bdfb13a7dee342f2108u.jpg                     蔡先生   \n",
       "36  5f8f9863f6d1ab58476f246a08u.jpg                     董女士   \n",
       "37  5779d5a645ce3fd9faec0cb504a.png                     吕女士   \n",
       "38  5f8f9863f6d1ab58476f246a08u.jpg                     刘女士   \n",
       "39  5f8f9866dfb13a7dee342f1808u.jpg                     范女士   \n",
       "\n",
       "   recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                    人力资源经理              False   \n",
       "1                    人力资源专员              False   \n",
       "2                                        False   \n",
       "3             HR Specialist              False   \n",
       "4                      猎头顾问              False   \n",
       "..                      ...                ...   \n",
       "35                     普通员工              False   \n",
       "36                                       False   \n",
       "37                    招聘负责人              False   \n",
       "38                     招聘经理              False   \n",
       "39                  招聘经理/主管              False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   8a3cfebed73e3f07c0e770cd23fcb1ad                    2   \n",
       "1   adb06a64c3b6eb3776f5ec2df67915bd                    2   \n",
       "2   4d5b8a326d23429f01542792432e8b68                    2   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "4   d874c5f87567784901ab80e4a8b96567                    2   \n",
       "..                               ...                  ...   \n",
       "35  ea2b4acea9bbfabec051c4e7ef49e137                    2   \n",
       "36  671315a9f88fbccbe3a362ce23913155                    2   \n",
       "37  3c1c20f5b4bffef399eeb040770b0b48                    2   \n",
       "38  d822bd20bd7d62fc6ddb46921ed98068                    2   \n",
       "39  268c0b08e79a46aa16768808f0a1623b                    2   \n",
       "\n",
       "               recruiter.recruiterId comp.compScale  ...  job.salary  job.dq  \\\n",
       "0   538fb44ddf62cf77b210bdf561a87525       500-999人  ...      15-20k  广州-花都区   \n",
       "1   2cc474733fe9dd811ad584ca21e38d01          1-49人  ...       6-10k  广州-白云区   \n",
       "2   f09ba50e4cac6dd3c1d1ec63c516dc33          1-49人  ...      10-20k  广州-黄埔区   \n",
       "3   14799e1bef289c70aa9b550257de7ea8         50-99人  ...        薪资面议  广州-天河区   \n",
       "4   1ddf52f28236620a73d520f2e8bd293b       500-999人  ...      20-30k      广州   \n",
       "..                               ...            ...  ...         ...     ...   \n",
       "35  cdb34a4a3005a81f03ec30b7fbb4a06f     1000-2000人  ...      10-20k  广州-天河区   \n",
       "36  c6558d530eecaf9389f6ce0f98f8e7df       100-499人  ...  30-40k·13薪  广州-白云区   \n",
       "37  4ce726614a23ae57acd5ba9b6e56ce9b       500-999人  ...  20-35k·13薪  广州-黄埔区   \n",
       "38  9bd2efa895ae02aabd151f39cc007034       100-499人  ...      16-25k  广州-海珠区   \n",
       "39  1db2176ca2c7f40f531f67a1360866a1    5000-10000人  ...   8-12k·13薪  广州-白云区   \n",
       "\n",
       "    job.refreshTime job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       "0    20230317173639           2                                   \n",
       "1    20230531094630           2                                   \n",
       "2    20230529094328           2                                   \n",
       "3    20230530142756           2                                   \n",
       "4    20230531101312           1             NaN             NaN   \n",
       "..              ...         ...             ...             ...   \n",
       "35   20230417164705           2                                   \n",
       "36   20221205091040           2                                   \n",
       "37   20230302214354           2                                   \n",
       "38   20230307091844           2                                   \n",
       "39   20230208172109           2                                   \n",
       "\n",
       "                                       job.link job.requireWorkYears  \\\n",
       "0   https://www.liepin.com/job/1957075805.shtml                 3-5年   \n",
       "1   https://www.liepin.com/job/1958657995.shtml                 1-3年   \n",
       "2   https://www.liepin.com/job/1956356237.shtml                 3-5年   \n",
       "3   https://www.liepin.com/job/1950965433.shtml                 3-5年   \n",
       "4       https://www.liepin.com/a/44053277.shtml                5-10年   \n",
       "..                                          ...                  ...   \n",
       "35  https://www.liepin.com/job/1954623353.shtml                 3-5年   \n",
       "36  https://www.liepin.com/job/1943462411.shtml                 3-5年   \n",
       "37  https://www.liepin.com/job/1954702227.shtml                5-10年   \n",
       "38  https://www.liepin.com/job/1931859047.shtml                 3-5年   \n",
       "39  https://www.liepin.com/job/1955935497.shtml                 1-3年   \n",
       "\n",
       "   job.requireEduLevel  comp.compStage  \n",
       "0                   本科             NaN  \n",
       "1                   大专             NaN  \n",
       "2                   本科             天使轮  \n",
       "3                   硕士             NaN  \n",
       "4                 统招本科           融资未公开  \n",
       "..                 ...             ...  \n",
       "35                  本科             NaN  \n",
       "36                统招本科             NaN  \n",
       "37                  本科              B轮  \n",
       "38                  硕士             NaN  \n",
       "39                  本科             NaN  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\r\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:26:00.967693Z",
     "iopub.status.busy": "2023-05-31T11:26:00.967169Z",
     "iopub.status.idle": "2023-05-31T11:26:01.468382Z",
     "shell.execute_reply": "2023-05-31T11:26:01.467495Z",
     "shell.execute_reply.started": "2023-05-31T11:26:00.967658Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM_0510.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "> 1. Pandas/Numpy\n",
    "> 2. Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:26:48.540637Z",
     "iopub.status.busy": "2023-05-31T11:26:48.540085Z",
     "iopub.status.idle": "2023-05-31T11:26:48.755372Z",
     "shell.execute_reply": "2023-05-31T11:26:48.754334Z",
     "shell.execute_reply.started": "2023-05-31T11:26:48.540601Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>...</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>{\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5ca47b93509919fa0ea15bee05u.png</td>\n",
       "      <td>唐先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>8a3cfebed73e3f07c0e770cd23fcb1ad</td>\n",
       "      <td>2.0</td>\n",
       "      <td>538fb44ddf62cf77b210bdf561a87525</td>\n",
       "      <td>...</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1957075805.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>adb06a64c3b6eb3776f5ec2df67915bd</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2cc474733fe9dd811ad584ca21e38d01</td>\n",
       "      <td>...</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20230531094630</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1958657995.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>罗女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>4d5b8a326d23429f01542792432e8b68</td>\n",
       "      <td>2.0</td>\n",
       "      <td>f09ba50e4cac6dd3c1d1ec63c516dc33</td>\n",
       "      <td>...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230529094328</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1956356237.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230530142756</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>{\"recruiterPhoto\":\"5cb81b959fae687d43164cca03u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230531101312</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/a/44053277.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>{\"jobId\":\"54623353\",\"recruiterName\":\"蔡先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>普通员工</td>\n",
       "      <td>False</td>\n",
       "      <td>ea2b4acea9bbfabec051c4e7ef49e137</td>\n",
       "      <td>2.0</td>\n",
       "      <td>cdb34a4a3005a81f03ec30b7fbb4a06f</td>\n",
       "      <td>...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1954623353.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>{\"jobId\":\"43462411\",\"recruiterName\":\"董女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>董女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>671315a9f88fbccbe3a362ce23913155</td>\n",
       "      <td>2.0</td>\n",
       "      <td>c6558d530eecaf9389f6ce0f98f8e7df</td>\n",
       "      <td>...</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1943462411.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>{\"jobId\":\"54702227\",\"recruiterName\":\"吕女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5779d5a645ce3fd9faec0cb504a.png</td>\n",
       "      <td>吕女士</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>3c1c20f5b4bffef399eeb040770b0b48</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4ce726614a23ae57acd5ba9b6e56ce9b</td>\n",
       "      <td>...</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1954702227.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>{\"jobId\":\"31859047\",\"recruiterName\":\"刘女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>d822bd20bd7d62fc6ddb46921ed98068</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9bd2efa895ae02aabd151f39cc007034</td>\n",
       "      <td>...</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1931859047.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>{\"jobId\":\"55935497\",\"recruiterName\":\"范女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>范女士</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>268c0b08e79a46aa16768808f0a1623b</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1db2176ca2c7f40f531f67a1360866a1</td>\n",
       "      <td>...</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1955935497.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                         dataParams  \\\n",
       "0             0  {\"recruiterPhoto\":\"5ca47b93509919fa0ea15bee05u...   \n",
       "1             1  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       "2             2  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       "3             3  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       "4             4  {\"recruiterPhoto\":\"5cb81b959fae687d43164cca03u...   \n",
       "..          ...                                                ...   \n",
       "395          35  {\"jobId\":\"54623353\",\"recruiterName\":\"蔡先生\",\"imI...   \n",
       "396          36  {\"jobId\":\"43462411\",\"recruiterName\":\"董女士\",\"imI...   \n",
       "397          37  {\"jobId\":\"54702227\",\"recruiterName\":\"吕女士\",\"imI...   \n",
       "398          38  {\"jobId\":\"31859047\",\"recruiterName\":\"刘女士\",\"imI...   \n",
       "399          39  {\"jobId\":\"55935497\",\"recruiterName\":\"范女士\",\"imI...   \n",
       "\n",
       "                                              dataInfo  \\\n",
       "0    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "..                                                 ...   \n",
       "395  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "396  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "397  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "398  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "399  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "            recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0    5ca47b93509919fa0ea15bee05u.png                     唐先生   \n",
       "1    5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       "2    5f8f986779c7cc70efbf36c008u.jpg                     罗女士   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg                     吴女士   \n",
       "4    5cb81b959fae687d43164cca03u.jpg                     谌女士   \n",
       "..                               ...                     ...   \n",
       "395  5f8f986bdfb13a7dee342f2108u.jpg                     蔡先生   \n",
       "396  5f8f9863f6d1ab58476f246a08u.jpg                     董女士   \n",
       "397  5779d5a645ce3fd9faec0cb504a.png                     吕女士   \n",
       "398  5f8f9863f6d1ab58476f246a08u.jpg                     刘女士   \n",
       "399  5f8f9866dfb13a7dee342f1808u.jpg                     范女士   \n",
       "\n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                     人力资源经理              False   \n",
       "1                     人力资源专员              False   \n",
       "2                        NaN              False   \n",
       "3              HR Specialist              False   \n",
       "4                       猎头顾问              False   \n",
       "..                       ...                ...   \n",
       "395                     普通员工              False   \n",
       "396                      NaN              False   \n",
       "397                    招聘负责人              False   \n",
       "398                     招聘经理              False   \n",
       "399                  招聘经理/主管              False   \n",
       "\n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       "0    8a3cfebed73e3f07c0e770cd23fcb1ad                   2.0   \n",
       "1    adb06a64c3b6eb3776f5ec2df67915bd                   2.0   \n",
       "2    4d5b8a326d23429f01542792432e8b68                   2.0   \n",
       "3    0ce6f53a162e27cc9427b88c78d2ff1f                   2.0   \n",
       "4    d874c5f87567784901ab80e4a8b96567                   2.0   \n",
       "..                                ...                   ...   \n",
       "395  ea2b4acea9bbfabec051c4e7ef49e137                   2.0   \n",
       "396  671315a9f88fbccbe3a362ce23913155                   2.0   \n",
       "397  3c1c20f5b4bffef399eeb040770b0b48                   2.0   \n",
       "398  d822bd20bd7d62fc6ddb46921ed98068                   2.0   \n",
       "399  268c0b08e79a46aa16768808f0a1623b                   2.0   \n",
       "\n",
       "                recruiter.recruiterId  ...  job.salary  job.dq  \\\n",
       "0    538fb44ddf62cf77b210bdf561a87525  ...      15-20k  广州-花都区   \n",
       "1    2cc474733fe9dd811ad584ca21e38d01  ...       6-10k  广州-白云区   \n",
       "2    f09ba50e4cac6dd3c1d1ec63c516dc33  ...      10-20k  广州-黄埔区   \n",
       "3    14799e1bef289c70aa9b550257de7ea8  ...        薪资面议  广州-天河区   \n",
       "4    1ddf52f28236620a73d520f2e8bd293b  ...      20-30k      广州   \n",
       "..                                ...  ...         ...     ...   \n",
       "395  cdb34a4a3005a81f03ec30b7fbb4a06f  ...      10-20k  广州-天河区   \n",
       "396  c6558d530eecaf9389f6ce0f98f8e7df  ...  30-40k·13薪  广州-白云区   \n",
       "397  4ce726614a23ae57acd5ba9b6e56ce9b  ...  20-35k·13薪  广州-黄埔区   \n",
       "398  9bd2efa895ae02aabd151f39cc007034  ...      16-25k  广州-海珠区   \n",
       "399  1db2176ca2c7f40f531f67a1360866a1  ...   8-12k·13薪  广州-白云区   \n",
       "\n",
       "    job.refreshTime  job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       "0    20230317173639            2             NaN             NaN   \n",
       "1    20230531094630            2             NaN             NaN   \n",
       "2    20230529094328            2             NaN             NaN   \n",
       "3    20230530142756            2             NaN             NaN   \n",
       "4    20230531101312            1             NaN             NaN   \n",
       "..              ...          ...             ...             ...   \n",
       "395  20230417164705            2             NaN             NaN   \n",
       "396  20221205091040            2             NaN             NaN   \n",
       "397  20230302214354            2             NaN             NaN   \n",
       "398  20230307091844            2             NaN             NaN   \n",
       "399  20230208172109            2             NaN             NaN   \n",
       "\n",
       "                                        job.link job.requireWorkYears  \\\n",
       "0    https://www.liepin.com/job/1957075805.shtml                 3-5年   \n",
       "1    https://www.liepin.com/job/1958657995.shtml                 1-3年   \n",
       "2    https://www.liepin.com/job/1956356237.shtml                 3-5年   \n",
       "3    https://www.liepin.com/job/1950965433.shtml                 3-5年   \n",
       "4        https://www.liepin.com/a/44053277.shtml                5-10年   \n",
       "..                                           ...                  ...   \n",
       "395  https://www.liepin.com/job/1954623353.shtml                 3-5年   \n",
       "396  https://www.liepin.com/job/1943462411.shtml                 3-5年   \n",
       "397  https://www.liepin.com/job/1954702227.shtml                5-10年   \n",
       "398  https://www.liepin.com/job/1931859047.shtml                 3-5年   \n",
       "399  https://www.liepin.com/job/1955935497.shtml                 1-3年   \n",
       "\n",
       "    job.requireEduLevel  comp.compStage  \n",
       "0                    本科             NaN  \n",
       "1                    大专             NaN  \n",
       "2                    本科             天使轮  \n",
       "3                    硕士             NaN  \n",
       "4                  统招本科           融资未公开  \n",
       "..                  ...             ...  \n",
       "395                  本科             NaN  \n",
       "396                统招本科             NaN  \n",
       "397                  本科              B轮  \n",
       "398                  硕士             NaN  \n",
       "399                  本科             NaN  \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\r\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:27:00.957073Z",
     "iopub.status.busy": "2023-05-31T11:27:00.956433Z",
     "iopub.status.idle": "2023-05-31T11:27:00.972704Z",
     "shell.execute_reply": "2023-05-31T11:27:00.971902Z",
     "shell.execute_reply.started": "2023-05-31T11:27:00.957039Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\r\n",
      "RangeIndex: 400 entries, 0 to 399\r\n",
      "Data columns (total 32 columns):\r\n",
      " #   Column                    Non-Null Count  Dtype  \r\n",
      "---  ------                    --------------  -----  \r\n",
      " 0   Unnamed: 0                400 non-null    int64  \r\n",
      " 1   dataParams                400 non-null    object \r\n",
      " 2   dataInfo                  400 non-null    object \r\n",
      " 3   recruiter.recruiterPhoto  400 non-null    object \r\n",
      " 4   recruiter.recruiterName   400 non-null    object \r\n",
      " 5   recruiter.recruiterTitle  365 non-null    object \r\n",
      " 6   recruiter.chatted         400 non-null    bool   \r\n",
      " 7   recruiter.imId            398 non-null    object \r\n",
      " 8   recruiter.imUserType      398 non-null    float64\r\n",
      " 9   recruiter.recruiterId     398 non-null    object \r\n",
      " 10  comp.compScale            394 non-null    object \r\n",
      " 11  comp.compLogo             400 non-null    object \r\n",
      " 12  comp.compName             400 non-null    object \r\n",
      " 13  comp.compId               270 non-null    float64\r\n",
      " 14  comp.compIndustry         400 non-null    object \r\n",
      " 15  comp.link                 268 non-null    object \r\n",
      " 16  job.labels                400 non-null    object \r\n",
      " 17  job.dataPromId            400 non-null    object \r\n",
      " 18  job.title                 400 non-null    object \r\n",
      " 19  job.jobId                 400 non-null    int64  \r\n",
      " 20  job.advViewFlag           400 non-null    bool   \r\n",
      " 21  job.topJob                400 non-null    bool   \r\n",
      " 22  job.salary                400 non-null    object \r\n",
      " 23  job.dq                    400 non-null    object \r\n",
      " 24  job.refreshTime           400 non-null    int64  \r\n",
      " 25  job.jobKind               400 non-null    int64  \r\n",
      " 26  job.pcOuterLink           0 non-null      float64\r\n",
      " 27  job.h5OuterLink           0 non-null      float64\r\n",
      " 28  job.link                  400 non-null    object \r\n",
      " 29  job.requireWorkYears      400 non-null    object \r\n",
      " 30  job.requireEduLevel       400 non-null    object \r\n",
      " 31  comp.compStage            228 non-null    object \r\n",
      "dtypes: bool(3), float64(4), int64(4), object(21)\r\n",
      "memory usage: 91.9+ KB\r\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:27:37.366720Z",
     "iopub.status.busy": "2023-05-31T11:27:37.366161Z",
     "iopub.status.idle": "2023-05-31T11:27:37.392047Z",
     "shell.execute_reply": "2023-05-31T11:27:37.391187Z",
     "shell.execute_reply.started": "2023-05-31T11:27:37.366685Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计...</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>英联斯特(广州)餐饮设备有限公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...</td>\n",
       "      <td>20230531094630</td>\n",
       "      <td>产品开发助理/产品开发专员</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>True</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州众有米</td>\n",
       "      <td>日化</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道...</td>\n",
       "      <td>20230529094328</td>\n",
       "      <td>产科产品销售经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>广州女娲生命科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>20230530142756</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地...</td>\n",
       "      <td>20230531101312</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>云网产品经理（部门）</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...</td>\n",
       "      <td>20221205091040</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州赫特信息技术有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230302214354</td>\n",
       "      <td>高级硬件产品经理</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>黑格智能 黑格科技</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>['工具产品', '团队管理', '产品规划']</td>\n",
       "      <td>20230307091844</td>\n",
       "      <td>产品经理（分子诊断）</td>\n",
       "      <td>16-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州嘉检医学检测有限公司</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...</td>\n",
       "      <td>20230208172109</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州华银康医疗集团股份有限公司</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计...   20230317173639   \n",
       "1    ['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...   20230531094630   \n",
       "2    ['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道...   20230529094328   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   20230530142756   \n",
       "4    ['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地...   20230531101312   \n",
       "..                                                 ...              ...   \n",
       "395  ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...   20230417164705   \n",
       "396  ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...   20221205091040   \n",
       "397                                                 []   20230302214354   \n",
       "398                           ['工具产品', '团队管理', '产品规划']   20230307091844   \n",
       "399  ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...   20230208172109   \n",
       "\n",
       "                       job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                           产品经理      15-20k  广州-花都区        True   \n",
       "1                  产品开发助理/产品开发专员       6-10k  广州-白云区        True   \n",
       "2                       产科产品销售经理      10-20k  广州-黄埔区        True   \n",
       "3    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区       False   \n",
       "4           产品经理/Product Manager      20-30k      广州       False   \n",
       "..                           ...         ...     ...         ...   \n",
       "395                   云网产品经理（部门）      10-20k  广州-天河区       False   \n",
       "396                       高级产品经理  30-40k·13薪  广州-白云区       False   \n",
       "397                     高级硬件产品经理  20-35k·13薪  广州-黄埔区       False   \n",
       "398                   产品经理（分子诊断）      16-25k  广州-海珠区       False   \n",
       "399                         产品经理   8-12k·13薪  广州-白云区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       "0                   3-5年                  本科            NaN   \n",
       "1                   1-3年                  大专            NaN   \n",
       "2                   3-5年                  本科            天使轮   \n",
       "3                   3-5年                  硕士            NaN   \n",
       "4                  5-10年                统招本科          融资未公开   \n",
       "..                   ...                 ...            ...   \n",
       "395                 3-5年                  本科            NaN   \n",
       "396                 3-5年                统招本科            NaN   \n",
       "397                5-10年                  本科             B轮   \n",
       "398                 3-5年                  硕士            NaN   \n",
       "399                 1-3年                  本科            NaN   \n",
       "\n",
       "          comp.compName comp.compIndustry comp.compScale  \n",
       "0      英联斯特(广州)餐饮设备有限公司             机械/设备       500-999人  \n",
       "1                 广州众有米                日化          1-49人  \n",
       "2          广州女娲生命科技有限公司                制药          1-49人  \n",
       "3                  仙婷集团            贸易/进出口         50-99人  \n",
       "4          某广州大型机械/设备公司             机械/设备       500-999人  \n",
       "..                  ...               ...            ...  \n",
       "395  中讯邮电咨询设计院有限公司广东分公司              通信设备     1000-2000人  \n",
       "396        广州赫特信息技术有限公司              电子商务       100-499人  \n",
       "397           黑格智能 黑格科技             机械/设备       500-999人  \n",
       "398        广州嘉检医学检测有限公司              生物技术       100-499人  \n",
       "399     广州华银康医疗集团股份有限公司              医疗机构    5000-10000人  \n",
       "\n",
       "[400 rows x 12 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\r\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:28:18.730556Z",
     "iopub.status.busy": "2023-05-31T11:28:18.729496Z",
     "iopub.status.idle": "2023-05-31T11:28:18.738828Z",
     "shell.execute_reply": "2023-05-31T11:28:18.737856Z",
     "shell.execute_reply.started": "2023-05-31T11:28:18.730503Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        125\n",
       "广州-天河区    101\n",
       "广州-黄埔区     39\n",
       "广州-番禺区     38\n",
       "广州-海珠区     34\n",
       "广州-白云区     25\n",
       "广州-越秀区     18\n",
       "广州-荔湾区      8\n",
       "广州-南沙区      7\n",
       "广州-花都区      3\n",
       "广州-增城区      2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:28:51.720522Z",
     "iopub.status.busy": "2023-05-31T11:28:51.719318Z",
     "iopub.status.idle": "2023-05-31T11:28:51.727412Z",
     "shell.execute_reply": "2023-05-31T11:28:51.726680Z",
     "shell.execute_reply.started": "2023-05-31T11:28:51.720488Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '黄埔区', '番禺区', '海珠区', '白云区', '越秀区', '荔湾区', '南沙区', '花都区', '增城区']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\r\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:29:00.283252Z",
     "iopub.status.busy": "2023-05-31T11:29:00.282684Z",
     "iopub.status.idle": "2023-05-31T11:29:00.291328Z",
     "shell.execute_reply": "2023-05-31T11:29:00.290359Z",
     "shell.execute_reply.started": "2023-05-31T11:29:00.283220Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[101, 39, 38, 34, 25, 18, 8, 7, 3, 2]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\r\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:39:45.673218Z",
     "iopub.status.busy": "2023-05-31T11:39:45.672647Z",
     "iopub.status.idle": "2023-05-31T11:39:49.787785Z",
     "shell.execute_reply": "2023-05-31T11:39:49.786525Z",
     "shell.execute_reply.started": "2023-05-31T11:39:45.673184Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\r\n",
      "Collecting pyecharts\r\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/64/63/834830ad4f37a6aa147f3a3d8b01f5890572fff83cedebfa9ca0e1d48761/pyecharts-2.0.3-py3-none-any.whl (147 kB)\r\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m147.1/147.1 kB\u001b[0m \u001b[31m1.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\r\n",
      "\u001b[?25hRequirement already satisfied: jinja2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pyecharts) (3.0.0)\r\n",
      "Collecting simplejson\r\n",
      "  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/11/e4/3b430a93d955e11792a22812c969f6826a571a294a3a99f8fa269b387d23/simplejson-3.19.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (126 kB)\r\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m127.0/127.0 kB\u001b[0m \u001b[31m8.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n",
      "\u001b[?25hRequirement already satisfied: prettytable in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pyecharts) (0.7.2)\r\n",
      "Requirement already satisfied: MarkupSafe>=2.0.0rc2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from jinja2->pyecharts) (2.0.1)\r\n",
      "Installing collected packages: simplejson, pyecharts\r\n",
      "Successfully installed pyecharts-2.0.3 simplejson-3.19.1\r\n",
      "\r\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.1.2\u001b[0m\r\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\r\n",
      "Note: you may need to restart the kernel to use updated packages.\r\n"
     ]
    }
   ],
   "source": [
    "pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T11:39:53.801811Z",
     "iopub.status.busy": "2023-05-31T11:39:53.800891Z",
     "iopub.status.idle": "2023-05-31T11:39:53.907463Z",
     "shell.execute_reply": "2023-05-31T11:39:53.906316Z",
     "shell.execute_reply.started": "2023-05-31T11:39:53.801778Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"d7d53711351447cd8f7c00fd79a32c87\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_d7d53711351447cd8f7c00fd79a32c87 = echarts.init(\n",
       "                    document.getElementById('d7d53711351447cd8f7c00fd79a32c87'), 'white', {renderer: 'canvas'});\n",
       "                var option_d7d53711351447cd8f7c00fd79a32c87 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 101\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 39\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 38\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 25\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 8\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u90fd\\u533a\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u589e\\u57ce\\u533a\",\n",
       "                    \"value\": 2\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_d7d53711351447cd8f7c00fd79a32c87.setOption(option_d7d53711351447cd8f7c00fd79a32c87);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f067cf16910>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\r\n",
    "\r\n",
    "from pyecharts import options as opts\r\n",
    "from pyecharts.charts import Map\r\n",
    "from pyecharts.faker import Faker\r\n",
    "\r\n",
    "c = (\r\n",
    "    Map()\r\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\r\n",
    "    .set_global_opts(\r\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\r\n",
    "    )\r\n",
    "    \r\n",
    ")\r\n",
    "c.render_notebook()\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 职位分布\n",
    "\n",
    "* 知识点：dataframe字符串处理\n",
    "> 1. [pandas.series.str](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:04:12.359053Z",
     "iopub.status.busy": "2023-05-31T12:04:12.358532Z",
     "iopub.status.idle": "2023-05-31T12:04:12.368640Z",
     "shell.execute_reply": "2023-05-31T12:04:12.367930Z",
     "shell.execute_reply.started": "2023-05-31T12:04:12.359019Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3        产品经理\n",
       "7      助理产品经理\n",
       "10     企业产品经理\n",
       "13       自动驾驶\n",
       "14     高级产品PM\n",
       "        ...  \n",
       "383      产品经理\n",
       "386    高级产品经理\n",
       "389    风控产品经理\n",
       "395    云网产品经理\n",
       "398      产品经理\n",
       "Name: job.title, Length: 114, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\r\n",
    "df_PM_gz['job.title'][df_PM_gz['job.title'].str.contains('（')].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:05:29.251686Z",
     "iopub.status.busy": "2023-05-31T12:05:29.250483Z",
     "iopub.status.idle": "2023-05-31T12:05:29.260402Z",
     "shell.execute_reply": "2023-05-31T12:05:29.259469Z",
     "shell.execute_reply.started": "2023-05-31T12:05:29.251651Z"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                            97\n",
       "高级产品经理                          19\n",
       "金融产品经理                           4\n",
       "AI产品经理                           4\n",
       "医药产品经理                           4\n",
       "                                ..\n",
       "高级产品经理（供应商关系管理方向） (MJ007490)     1\n",
       "产品经理（人力资源数字化）                    1\n",
       "产品经理-产品企划（鞋类）(J13091)            1\n",
       "区域产品经理/RPM                       1\n",
       "高级产品经理（智慧园区方向）                   1\n",
       "Name: job.title, Length: 248, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#未处理字符串的数据（不太整洁和干净的数据）\r\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:05:45.129835Z",
     "iopub.status.busy": "2023-05-31T12:05:45.129314Z",
     "iopub.status.idle": "2023-05-31T12:05:45.139573Z",
     "shell.execute_reply": "2023-05-31T12:05:45.138814Z",
     "shell.execute_reply.started": "2023-05-31T12:05:45.129802Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理         164\n",
       "高级产品经理        35\n",
       "AI应用产品经理       5\n",
       "电商产品经理         4\n",
       "数据产品经理         4\n",
       "            ... \n",
       "风控产品经理         1\n",
       "云网产品经理         1\n",
       "智慧物流-产品经理      1\n",
       "IT产品经理岗        1\n",
       "数字化产品经理岗       1\n",
       "Name: job.title, Length: 147, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\r\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\r\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:05:58.627782Z",
     "iopub.status.busy": "2023-05-31T12:05:58.627248Z",
     "iopub.status.idle": "2023-05-31T12:05:58.640104Z",
     "shell.execute_reply": "2023-05-31T12:05:58.639257Z",
     "shell.execute_reply.started": "2023-05-31T12:05:58.627748Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('高级产品经理', 35),\n",
       " ('AI应用产品经理', 5),\n",
       " ('电商产品经理', 4),\n",
       " ('数据产品经理', 4),\n",
       " ('AI产品经理', 4),\n",
       " ('硬件产品经理', 4),\n",
       " ('助理产品经理', 4),\n",
       " ('金融产品经理', 4),\n",
       " ('医药产品经理', 4),\n",
       " ('高级产品PM', 3),\n",
       " ('软件产品经理', 3),\n",
       " ('eWMS Product Manager', 3),\n",
       " ('高级数据产品经理', 3),\n",
       " ('区域产品经理', 3),\n",
       " ('金融科技产品经理', 3),\n",
       " ('高级TMS产品经理 ', 2),\n",
       " ('AIGC产品经理', 2),\n",
       " ('化妆品产品经理', 2),\n",
       " ('跨境电商产品经理', 2),\n",
       " ('海外社交产品经理', 2),\n",
       " ('CRM产品经理', 2),\n",
       " ('AI产品经理岗', 2),\n",
       " ('产品经理-产品企划', 2),\n",
       " ('金融科技产品经理岗', 2),\n",
       " ('文创产品经理', 2),\n",
       " ('ERP产品经理', 2),\n",
       " ('中后台产品经理', 2),\n",
       " ('产品策划经理', 2),\n",
       " ('高级硬件产品经理', 2),\n",
       " ('APP产品经理', 2),\n",
       " ('', 2),\n",
       " ('B端供应链产品经理', 2),\n",
       " ('Assistant Product Manager ', 2),\n",
       " ('海外产品经理', 2),\n",
       " ('化妆品原料产品经理', 1),\n",
       " ('商家产品经理', 1),\n",
       " ('产品经理 - eWMS', 1),\n",
       " (' AI应用产品经理', 1),\n",
       " ('项目经理', 1),\n",
       " ('医药高级产品经理', 1),\n",
       " ('英文流利的海外SFA产品经理', 1),\n",
       " ('互联网医疗产品经理', 1),\n",
       " ('网约车供需调度产品经理', 1),\n",
       " ('游戏PM', 1),\n",
       " ('运营商BU-产品经理-广州', 1),\n",
       " ('快消品电商产品经理', 1),\n",
       " ('数字化产品经理', 1),\n",
       " ('产品经理岗', 1),\n",
       " ('家具产品经理', 1),\n",
       " ('外贸产品经理', 1),\n",
       " ('工具规划产品经理', 1),\n",
       " ('高级医药产品经理', 1),\n",
       " ('产品经理Product Manager', 1),\n",
       " ('助理产品经理—食品类', 1),\n",
       " ('AI应用产品经理-知名保健公司', 1),\n",
       " ('初级产品经理', 1),\n",
       " ('移动产品经理', 1),\n",
       " ('B端供应链产品经理 ', 1),\n",
       " ('芯片产品经理', 1),\n",
       " ('照明-产品经理', 1),\n",
       " ('高级产品', 1),\n",
       " ('投资交易业务系统产品经理', 1),\n",
       " ('产品经理-肿瘤', 1),\n",
       " ('电商硬件产品经理', 1),\n",
       " ('产品经理 ', 1),\n",
       " ('安全类产品经理', 1),\n",
       " ('eWMS产品经理', 1),\n",
       " ('中级产品经理', 1),\n",
       " ('食品产品经理', 1),\n",
       " ('物联网产品经理', 1),\n",
       " ('医疗产品经理', 1),\n",
       " ('市场产品经理', 1),\n",
       " ('高级产品经理-', 1),\n",
       " ('人脸产品经理', 1),\n",
       " ('神外产品销售经理 Product Sales Manager', 1),\n",
       " ('ZNXT-产品经理', 1),\n",
       " ('Senior Product Manager', 1),\n",
       " ('产科产品销售经理', 1),\n",
       " ('项目发行PM', 1),\n",
       " ('穿戴甲产品经理', 1),\n",
       " ('商业化产品经理', 1),\n",
       " ('国企背景-AI产品经理-福利佳', 1),\n",
       " ('产品开发助理', 1),\n",
       " ('电商物流产品经理', 1),\n",
       " ('解决方案产品经理 ', 1),\n",
       " ('水稻产品经理', 1),\n",
       " ('代客代理中心产品经理岗', 1),\n",
       " ('大数据产品经理', 1),\n",
       " ('EHR产品经理', 1),\n",
       " ('B端产品经理G00941', 1),\n",
       " ('研究所数字化产品经理', 1),\n",
       " ('OTC产品经理', 1),\n",
       " ('心血管产品线总经理', 1),\n",
       " ('家居-产品经理', 1),\n",
       " ('软件开发产品经理', 1),\n",
       " ('广花融资担保公司', 1),\n",
       " ('临床试验项目经理PM', 1),\n",
       " ('网安产品经理', 1),\n",
       " ('固收条线金融科技产品经理', 1),\n",
       " ('IOT产品经理', 1),\n",
       " ('资深产品经理', 1),\n",
       " ('照明产品经理', 1),\n",
       " ('供需调度产品经理', 1),\n",
       " ('互联网产品经理', 1),\n",
       " ('Automation Product Manager', 1),\n",
       " ('香薰香氛产品经理', 1),\n",
       " ('专科专病产品经理', 1),\n",
       " ('企业产品经理', 1),\n",
       " ('工业软件产品经理', 1),\n",
       " ('暖通产品经理', 1),\n",
       " ('商业化产品经理-出海工具产品', 1),\n",
       " ('医学产品经理', 1),\n",
       " ('B端产品经理', 1),\n",
       " ('支付结算产品经理', 1),\n",
       " ('高级美术pm', 1),\n",
       " ('供应链产品经理 ', 1),\n",
       " ('交易支付产品经理', 1),\n",
       " ('高级项目管理PM', 1),\n",
       " ('智能硬件产品经理', 1),\n",
       " ('可视化产品经理', 1),\n",
       " ('充电-产品经理', 1),\n",
       " ('b端产品经理', 1),\n",
       " ('CoAI产品经理', 1),\n",
       " ('IT产品经理', 1),\n",
       " ('数字营销PM', 1),\n",
       " ('储备产品经理', 1),\n",
       " ('CRM实施顾问&项目经理PM', 1),\n",
       " ('品质PM', 1),\n",
       " ('app产品经理', 1),\n",
       " ('活动PM', 1),\n",
       " ('产品线经理', 1),\n",
       " ('快消品产品经理', 1),\n",
       " ('教育高级产品经理', 1),\n",
       " ('数码产品经理', 1),\n",
       " (' Product Manager ', 1),\n",
       " ('产品经理-安全方向', 1),\n",
       " ('临床项目经理PM', 1),\n",
       " ('自动驾驶', 1),\n",
       " ('智慧环保产品经理', 1),\n",
       " ('C端产品经理', 1),\n",
       " ('IT平台产品经理主管工程师', 1),\n",
       " ('风控产品经理', 1),\n",
       " ('云网产品经理', 1),\n",
       " ('智慧物流-产品经理', 1),\n",
       " ('IT产品经理岗', 1),\n",
       " ('数字化产品经理岗', 1)]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\r\n",
    "PM_title_words = [(df_job_title.index.tolist()[i],df_job_title.values.tolist()[i]) for i in range (1,len(df_job_title.index.tolist()))]\r\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:06:17.213594Z",
     "iopub.status.busy": "2023-05-31T12:06:17.213046Z",
     "iopub.status.idle": "2023-05-31T12:06:17.228613Z",
     "shell.execute_reply": "2023-05-31T12:06:17.227681Z",
     "shell.execute_reply.started": "2023-05-31T12:06:17.213561Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\r\n",
    "from pyecharts.charts import WordCloud\r\n",
    "from pyecharts.globals import SymbolType\r\n",
    "\r\n",
    "\r\n",
    "c = (\r\n",
    "    WordCloud()\r\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\r\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\r\n",
    "    .render(\"title_wordcloud_diamond.html\")\r\n",
    ")\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# job.labels\n",
    "* 目标：统计labels 的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:06:51.909533Z",
     "iopub.status.busy": "2023-05-31T12:06:51.908110Z",
     "iopub.status.idle": "2023-05-31T12:06:51.918203Z",
     "shell.execute_reply": "2023-05-31T12:06:51.917440Z",
     "shell.execute_reply.started": "2023-05-31T12:06:51.909485Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      ['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计...\n",
       "1      ['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...\n",
       "2      ['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道...\n",
       "3      ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...\n",
       "4      ['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地...\n",
       "                             ...                        \n",
       "395    ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计...\n",
       "396    ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商...\n",
       "397                                                   []\n",
       "398                             ['工具产品', '团队管理', '产品规划']\n",
       "399    ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Vis...\n",
       "Name: job.labels, Length: 400, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:11:12.660973Z",
     "iopub.status.busy": "2023-05-31T12:11:12.660341Z",
     "iopub.status.idle": "2023-05-31T12:11:12.669048Z",
     "shell.execute_reply": "2023-05-31T12:11:12.668189Z",
     "shell.execute_reply.started": "2023-05-31T12:11:12.660941Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证']\",\n",
       "       \"['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究', '护肤品产品开发', '化妆品研发', '日化品', '美妆产品']\",\n",
       "       \"['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道销售']\",\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地产行业', '产品设计', '产品规划', '团队管理', '用户研究']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]', \"['web端产品']\",\n",
       "       \"['to C', '消费品', '电子商务']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计']\",\n",
       "       \"['游戏行业']\", '[]', '[]', \"['泌尿外科']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\", '[]',\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       \"['to C']\", '[]', '[]', \"['商品管理', '产品企划', '商品运营']\", '[]',\n",
       "       \"['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C']\", \"['品牌策划']\",\n",
       "       '[]', \"['to C']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究']\",\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", \"['数据分析']\", '[]',\n",
       "       \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['axure', 'visio', 'powerpoint', 'word', 'Excel']\",\n",
       "       \"['PMP', '流程管理']\", \"['包食宿', '五险一金', '晋升空间大', '零食下午茶']\", \"['需求分析']\",\n",
       "       \"['原型设计', '需求调研', '产品规划', '需求管理']\", \"['数据分析']\", \"['流程管理', 'PMP']\",\n",
       "       \"['数据产品', '消费品', '食品饮料', '竞品分析', '需求调研', '市场调研', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['B2C  ']\",\n",
       "       \"['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['数据产品', '硬件产品']\", '[]',\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\",\n",
       "       \"['CRM', '新零售', '电子商务']\", \"['CRM', '新零售', '电子商务']\",\n",
       "       \"['excel', 'word']\", '[]', \"['海外', '手游', '电商']\", \"['生产经理']\",\n",
       "       \"['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['金融产品']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '数据分析']\",\n",
       "       \"['金融产品', 'to B', 'to C']\", '[]',\n",
       "       \"['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure']\",\n",
       "       \"['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['平台产品', 'SaaS系统', '产品设计', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['数据分析', 'PMP']\", \"['摄像机', '相机', '安防机', '影响设备']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['固收投研', '风控', '金融行业B端产品经']\", \"['社区/社交产品', '中期开发迭代', '拉新']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       '[]', \"['固定收益', '固收系统']\",\n",
       "       \"['Xmind', '原型设计', '需求分析', '产品设计', 'IT互联网', '计算机软件', 'Axure']\",\n",
       "       \"['生物医药', '分析生物学', '体外诊断产品']\",\n",
       "       \"['广告产品', '广告行业', '计算机软件', '游戏行业', '产品设计', '数据分析', '流程设计', '团队管理']\",\n",
       "       \"['电商产品', 'SaaS产品', 'CRM产品', '电子商务', 'IT互联网', '消费品', 'Xmind', '需求分析']\",\n",
       "       \"['商业产品', '产品规划']\", \"['游戏']\", \"['旅游产品', 'to C', 'OTA', '英文']\",\n",
       "       \"['电商产品', 'CRM产品', 'SaaS系统', 'CRM系统', 'to C', 'to B', '产品设计', '产品规划', '数据分析', '产品优化']\",\n",
       "       \"['产品规划', '团队管理', '产品优化', '市场调研']\",\n",
       "       \"['axure', 'xmind', 'b端产品', '需求分析']\",\n",
       "       \"['电商产品经理 ', 'ERP产品经理', '跨境电商行业']\",\n",
       "       \"['交易产品', '金融产品', '工具产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['商业产品', 'AI人工智能产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       '[]',\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '流程设计', '原型设计', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['电商产品', '后台产品', '交易产品', '中台产品', 'AI人工智能产品', 'CRM系统', '电子商务', '人工智能', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '需求分析', '产品优化', '交互设计', 'Visio', '流程设计', '数据分析']\",\n",
       "       \"['产品设计', '数据分析', '课程产品']\", \"['硬件产品', '硬件系统集成', '产品规划']\",\n",
       "       \"['985', '211', '技术经理']\", \"['工具产品']\", \"['医药企业', '连锁']\",\n",
       "       \"['后台产品', '策略产品', '游戏行业', '计算机软件', '产品优化', '产品设计', '流程设计', '数据分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '产品设计', 'Axure', '需求分析', '金融行业', '工具产品', '竞品分析', 'to B', 'MindManager', '墨刀']\",\n",
       "       '[]', \"['工具产品']\", \"['工具产品']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', \"['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']\",\n",
       "       \"['跨境电商', '照明类产品', '充电类产品', '生活家居用品类']\", \"['3C', '亚马逊', '精品']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']\",\n",
       "       \"['工具产品', 'IT互联网', '产品设计', '用户研究', '产品规划', '原型设计']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', 'to C', '电子/半导体/集成电路', '金融行业', '教育行业', '产品设计']\",\n",
       "       \"['产品设计', '数据分析']\", \"['电商产品', '跨境电商', '电子商务', '团队管理']\", '[]',\n",
       "       \"['to B']\",\n",
       "       \"['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']\",\n",
       "       \"['to B']\", \"['to B']\", \"['ppt']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发']\",\n",
       "       \"['供应链产品', '电子商务', 'to B']\",\n",
       "       \"['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '用户研究', '产品规划', '交互设计']\",\n",
       "       \"['策略产品']\",\n",
       "       \"['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析']\",\n",
       "       \"['产品设计', '需求分析']\", \"['产品设计', 'axure', 'visio', 'ppt', '需求分析']\",\n",
       "       \"['语音产品', '产品规划', '产品设计', '竞品分析', '社交产品']\", '[]',\n",
       "       \"['ppt', 'axure', 'visio', '硬件产品']\",\n",
       "       \"['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']\",\n",
       "       \"['axure', 'visio', 'xmind']\", \"['数据分析', '需求分析', '数据产品']\",\n",
       "       \"['产品设计']\", \"['数据分析']\",\n",
       "       \"['策略产品', '化妆品', '团队管理', '产品优化', '产品设计', '产品规划']\",\n",
       "       \"['临床项目管理', 'CRA', '抗肿瘤药']\", \"['市场推广', '市场调研分析', '市场策划', '活动策划']\",\n",
       "       \"['平台产品', '智慧城市', '产品规划', '产品设计', '需求分析', '用户研究', '团队管理']\",\n",
       "       \"['产品分析', '产品设计', '产品开发', '产品推广']\",\n",
       "       \"['工具产品', '养老机构', '人工智能', '产品设计', '产品规划', '用户研究', '产品优化', '竞品分析', '需求挖掘']\",\n",
       "       '[]',\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['IT互联网']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['产品设计', '产品规划', '金融产品', '投资产品', 'IT互联网', '智能硬件', '计算机软件', '智慧城市', '金融行业', '金融理财/贷款']\",\n",
       "       \"['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', 'Axure', '需求调研', '市场调研', '移动端产品', '需求分析']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '交互设计', '流程设计', '竞品分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '数据产品', '金融产品', '投资产品', 'IT互联网', '计算机软件', '智慧城市', '金融理财/贷款', '金融行业']\",\n",
       "       \"['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']\",\n",
       "       \"['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']\",\n",
       "       \"['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['投资产品', '皮革/纺织/服装', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['ERP产品', 'CRM产品', '中台产品', '后台产品', 'CRM系统', 'to C', 'to B', 'ERP系统', '科研/技术服务', '产品设计']\",\n",
       "       \"['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['投资产品', 'IT互联网', '皮革/纺织/服装', '产品设计', '产品规划', '竞品分析', '流程设计', '交互设计', '团队管理']\",\n",
       "       \"['产品经理', 'MCS系统', 'B2B报价系统']\",\n",
       "       \"['通讯/网络设备', 'SaaS系统', 'IT互联网', '产品规划', '产品设计', '需求调研', '需求分析', '移动端产品', 'Axure', '用户研究']\",\n",
       "       \"['工具产品', '资讯产品', '供应链产品', '财务产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']\",\n",
       "       \"['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']\",\n",
       "       \"['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计']\",\n",
       "       \"['OA产品', '供应链产品', '财务产品', '工具产品', 'IT互联网', '产品设计', '产品规划', '用户研究', '交互设计', '需求分析']\",\n",
       "       \"['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析']\",\n",
       "       \"['用户研究', '产品设计']\", \"['数据分析']\",\n",
       "       \"['风控产品', '策略产品', '金融产品', '投资产品', '金融行业', '金融理财/贷款', '需求分析', '产品设计', '产品优化', '团队管理']\",\n",
       "       \"['传感器', '模拟芯片', '数字芯片']\", \"['信号测量', '雷达配套', '无线通信', '仪器设备']\",\n",
       "       \"['工具产品', '移动端产品']\", \"['计算机软件', '团队管理']\",\n",
       "       \"['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']\", '[]', '[]',\n",
       "       \"['数据产品经理', '数据可视化', '大数据平台']\", \"['数据产品', '商业产品', '产品规划']\", '[]',\n",
       "       \"['数据产品', '商业产品', '产品规划']\", \"['数据分析', '软件开发']\",\n",
       "       \"['客户端产品', '数据产品', '海外产品', 'to C', '产品优化', '用户研究', '数据分析', '团队管理', '需求管理', '产品设计']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', '产品设计', '产品规划']\", \"['工具产品', '商业化产品']\",\n",
       "       \"['数据分析']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']\",\n",
       "       \"['OA产品', 'OA系统', '产品规划', '需求调研', '产品优化', '市场调研', '产品设计', 'MindManager', 'Visio', 'Axure']\",\n",
       "       \"['数据产品', 'b端产品', '内容产品']\",\n",
       "       \"['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['硬件产品', '工具产品', '数据产品', '硬件系统集成', '智能硬件', 'SaaS系统', '人工智能', '物流快递', '汽车行业', 'to B']\",\n",
       "       \"['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']\",\n",
       "       \"['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B']\",\n",
       "       \"['智能载荷', '视觉感知系统', '无人驾驶']\",\n",
       "       \"['采购', '物流快递', '团队管理', '产品设计', '需求管理']\",\n",
       "       \"['数据产品', '基金产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '产品规划', '用户研究']\",\n",
       "       \"['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品设计', '市场调研', '产品优化', '数据分析']\",\n",
       "       \"['Visio', 'Axure', '工业互联网']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['产品经理', 'B端产品经理']\",\n",
       "       \"['平台产品', '中台产品', 'SaaS产品', 'SaaS系统', 'to B', '产品设计', '产品规划', '用户研究', '产品优化', '流程设计']\",\n",
       "       \"['to C', '移动端产品', 'IT互联网']\", \"['云网编排', '电信']\",\n",
       "       \"['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C']\",\n",
       "       \"['策略产品', '商业产品', 'IT互联网', '通讯/网络设备', '市场调研', '产品设计', '产品规划', '团队管理', '产品优化', '用户研究']\",\n",
       "       \"['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']\",\n",
       "       \"['数据产品', '批发/零售', '医疗行业', '制造业', '产品规划', '用户研究', '交互设计', '产品设计', '数据分析']\",\n",
       "       \"['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']\",\n",
       "       \"['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']\",\n",
       "       \"['数据产品', '产品设计', '用户研究', '产品规划', '团队管理']\", '[]',\n",
       "       \"['支付产品', '平台产品', '支付行业', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究']\",\n",
       "       \"['物联感知云', '物联网', '大数据']\", \"['智慧城市']\", \"['综合服务平台', 'API设计']\",\n",
       "       \"['区块链', '电子商务', '游戏行业', 'to B', 'to C', '电商产品', '游戏产品']\", '[]',\n",
       "       \"['人力资源经验', 'HRIS', 'EHR系统', '组织发展', '人才发展', '产品经理', '人力资源系统']\",\n",
       "       '[]', '[]',\n",
       "       \"['智慧城市', '产品设计', '产品规划', '原型设计', '产品优化', '需求分析', '竞品分析', '团队管理']\",\n",
       "       \"['客户端产品', '电商产品', '工具产品', '广告产品', '酒店行业', '广告行业', '新零售', 'SaaS系统', '批发/零售', '产品设计']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '产品优化', '原型设计']\",\n",
       "       \"['电力', '电网', '智慧园区']\",\n",
       "       \"['客户端产品', '工具产品', '计算机软件', '产品设计', '交互设计', '原型设计', '产品规划', '用户研究', '需求分析', 'Axure']\",\n",
       "       \"['数据产品', '策略产品', '医疗设备/器械', '医疗行业', '产品设计', '产品规划', '竞品分析', '用户研究', '产品优化', '需求挖掘']\",\n",
       "       \"['中台产品', '产品规划', '产品设计', 'to C', '用户中心']\", \"['电商产品', 'SaaS产品']\",\n",
       "       \"['产品经理', '泛娱乐', '直播', '社交产品', '中东']\",\n",
       "       \"['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计']\",\n",
       "       \"['医疗行业', '信息化管理', '产品设计', '产品研发', '产品规划']\",\n",
       "       \"['供应链产品', '跨境电商', '物流产品规划', '库存管理']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品规划', '需求管理', '产品设计']\",\n",
       "       \"['无人机', '无人机载荷', '激光雷达', '光学相机']\",\n",
       "       \"['产品规划', '需求分析', '需求调研', '医疗行业']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       '[]',\n",
       "       \"['工具产品', 'IT互联网', 'to B', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究', '交互设计', '团队管理']\",\n",
       "       \"['策略产品', '商业产品', '数据产品', '装修装饰', '数据分析', '数据挖掘']\", '[]',\n",
       "       \"['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']\",\n",
       "       \"['平台产品', '产品规划', '市场调研']\",\n",
       "       \"['工具产品', '客户端产品', '计算机软件', '产品设计', '交互设计', '用户研究', '原型设计', '产品规划', '需求分析', 'Axure']\",\n",
       "       '[]', \"['需求调研', '产品规划', '需求分析', '产品设计', '汽车行业']\",\n",
       "       \"['SaaS产品', 'to C', '用户研究', '产品规划', '竞品分析', '市场调研', '移动端产品', 'web端产品', '计算机软件']\",\n",
       "       \"['原型设计', '数据产品', '需求分析', '产品设计', '流程设计', '项目管理', 'python']\", '[]',\n",
       "       \"['供应链产品', '电商产品', '批发/零售', '团队管理', '产品设计']\", '[]',\n",
       "       \"['平台产品', '数据产品', '计算机软件', '产品设计', '产品优化', '用户研究', '需求分析', '产品规划', '交互设计', '竞品分析']\",\n",
       "       \"['采购', '产品设计']\", \"['制造业', '药物研发', '产品规划', '市场调研']\",\n",
       "       \"['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品']\", '[]',\n",
       "       \"['商业产品', '数据产品', 'to C', 'to B', 'web端产品', '用户研究', '产品设计', '产品规划', '移动端产品', '市场调研']\",\n",
       "       \"['数据产品', '平台产品', '数据分析', '产品规划', '用户研究', '需求分析', '产品设计']\",\n",
       "       \"['安全产品', '需求管理', '团队管理', '产品设计']\",\n",
       "       \"['产品经理', '化妆品', 'OEM/ODM管理', '日化', '洗护产品']\",\n",
       "       \"['产品设计', '数据分析', '团队管理']\", '[]',\n",
       "       \"['硬件产品', '海外产品', '人工智能', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '需求分析', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '图文打印/复印', '自动化行业', '保险行业', '计算机软件']\",\n",
       "       \"['供应链产品', '硬件产品', 'IT互联网', '智能硬件', '金融行业', '电子商务', '移动端产品', '产品优化', '用户研究']\",\n",
       "       \"['数据产品', 'Xmind', 'SPSS', '需求分析', 'to B', '产品设计', 'Axure', 'Visio']\",\n",
       "       '[]', \"['竞品分析', '战略规划咨询', '消费者研究']\",\n",
       "       \"['计算机软件', '财务/审计/税务', '产品规划', '产品设计', '需求说明', '用户研究', 'Xmind', 'Axure', 'Visio']\",\n",
       "       \"['电子商务', '产品规划', 'to C', '供应链产品']\",\n",
       "       \"['平台产品', '客户端产品', '数据产品', 'IT互联网', '团队管理', '用户研究', '产品设计', '产品优化', '市场调研', '产品规划']\",\n",
       "       \"['供应链系统', '电商系统']\", '[]', \"['产品设计', '用户研究']\",\n",
       "       \"['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\",\n",
       "       \"['产品规划', '市场调研', '产品设计', 'to B', 'to G']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '团队管理', '用户研究', '产品设计', '需求分析', '市场调研']\",\n",
       "       \"['信创', '国产化', '规划', '产品规划']\",\n",
       "       \"['原型设计', '产品设计', 'Axure', 'SaaS产品', 'IT互联网', 'to B', '移动端产品', 'web端产品', '需求分析', '流程设计']\",\n",
       "       '[]', '[]', \"['工具产品', '策略产品', '医药行业', '市场调研', '产品规划']\",\n",
       "       \"['设计服务', '产品规划', '市场调研', '用户研究', '团队管理', '产品设计']\",\n",
       "       \"['供应链产品', '工具产品', '平台产品', '电商产品', 'SaaS系统', '电子商务', '农林牧渔业', '农业', '团队管理', '产品设计']\",\n",
       "       \"['IT互联网', '用户研究', '市场调研']\",\n",
       "       \"['平台产品', '智慧城市', '产品设计', '产品规划', '用户研究', '需求挖掘']\",\n",
       "       \"['AI人工智能产品', '数据产品', '人工智能', '智能硬件', '智慧城市', '需求管理', '用户研究', '产品规划', '团队管理']\",\n",
       "       \"['Xmind', '墨刀', '电商产品', '数据产品', '产品规划', '产品设计', '原型设计', '数据分析', 'to B', 'Axure']\",\n",
       "       \"['硬件产品', '电商产品', 'OA产品', '金融产品', '硬件系统集成', '教育行业', 'to B', '电子商务', '物流快递', '交通/运输/物流']\",\n",
       "       \"['数据产品', '平台产品', '产品设计', '产品规划']\",\n",
       "       \"['海外产品', '用户研究', '产品规划', '需求分析']\", \"['OA产品', 'IT互联网', 'to B']\",\n",
       "       \"['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']\",\n",
       "       \"['产品规划', '产品管理', '商业产品', '产品优化', '宠物用品', '宠物行业', 'OEM/ODM管理', '采购管理', '销售方向']\",\n",
       "       '[]', \"['供应链产品', '建材', '产品设计', '团队管理']\",\n",
       "       \"['调度策略产品', '产品设计', '需求挖掘', '数据分析']\",\n",
       "       \"['商业产品', 'IT互联网', '团队管理', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '团队管理']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '需求分析', '产品规划', '交互设计']\",\n",
       "       \"['制造业', '药物研发', '市场调研', '产品规划']\", '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '工具产品', '策略产品', '推荐产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '团队管理', 'Visio']\",\n",
       "       \"['硬件产品', '策略产品', '商业产品', '硬件系统集成', '用户研究', '市场调研', '产品规划', '竞品分析', '团队管理']\",\n",
       "       \"['证券类']\",\n",
       "       \"['平台产品', '调度策略产品', '计算机软件', '工业互联网', '产品设计', '产品规划', '产品优化', '团队管理', '需求分析', '交互设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       \"['汽摩配', '储能电源', '光伏逆变器', '电动工具', 'DIY工具', '雕刻机']\",\n",
       "       \"['商家平台产品经理', '卡券产品经理', '商家工具产品经理']\", \"['aPAAS', 'PAAS', '低代码']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析']\",\n",
       "       \"['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品']\",\n",
       "       \"['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案']\",\n",
       "       \"['AI人工智能产品', '商业产品', '工具产品', '图书馆', '人工智能', '产品设计', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['大健康', '干细胞', '产品分析']\",\n",
       "       \"['投资产品', '基金产品', '设计服务', '金融理财/贷款', '基金业务']\",\n",
       "       \"['供应链产品', '国际快递', '产品规划', '需求管理', 'Visio', '团队管理']\",\n",
       "       \"['数据产品', '计算机软件', 'IT互联网', '教育行业', '化学化工', '用户研究', '产品设计', '产品规划', '团队管理', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['化妆品', '竞品分析', '团队管理', '产品规划', '市场调研']\",\n",
       "       \"['智能硬件', '人工智能', '产品规划', '团队管理']\",\n",
       "       \"['AI人工智能产品', '数据产品', '策略产品', '推荐产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['B端', 'SCRM']\", '[]',\n",
       "       \"['广告产品', '设计服务', '广告行业', '产品规划', '产品设计', '市场调研', '用户研究', '团队管理']\",\n",
       "       \"['医疗器械', '医药', '市场营销', '客户关系', '产品经理']\",\n",
       "       \"['工具产品', '商业产品', '广告产品', 'IT互联网', '游戏行业', '广告行业', '产品优化', '产品设计', '移动端产品', '交互设计']\",\n",
       "       \"['用户研究', '交互设计', 'Axure']\",\n",
       "       \"['数据产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '用户研究', '产品规划', '数据分析']\",\n",
       "       \"['数据产品', '工具产品', '产品设计', '产品规划', '数据分析', '团队管理', '原型设计', 'Axure', '需求分析', 'MindManager']\",\n",
       "       \"['数据产品', '用户研究', '产品规划', '竞品分析', '产品优化', '需求分析', '产品设计']\",\n",
       "       \"['SFA系统', '产品经理', '英文口语']\",\n",
       "       \"['C端产品', '直播/视频产品', '海外社交产品', '0-1搭建经历']\",\n",
       "       \"['推荐产品', '策略产品', 'AI人工智能产品', '算法模型产品', '前端展示产品', '消费品', '批发/零售', '化妆品', '算法开发', 'AI应用']\",\n",
       "       '[]',\n",
       "       \"['AI产品', '实操算法', '应用场景设计', 'AI产品全周期管理', '推荐产品', '预测产品', '算法模型', '人工智能模型', '项目统筹']\",\n",
       "       \"['中药']\",\n",
       "       \"['增长产品', '策略产品', '数据产品', '智能硬件', '房地产行业', 'IT互联网', '音乐行业', '家具行业', '数据分析', '用户研究']\",\n",
       "       \"['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计']\", '[]',\n",
       "       \"['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化']\", \"['产品经理', '水稻产品']\", '[]',\n",
       "       \"['海外产品', '用户研究', '产品规划', '需求分析']\", '[]', \"['数据分析', '需求分析']\",\n",
       "       \"['国产化', '信创', '生态产品', '云桌面']\", \"['风控产品', '平台产品', '产品设计', '团队管理']\",\n",
       "       \"['金融产品', 'to B', 'web端产品']\",\n",
       "       \"['电子商务', '住宿/餐饮业', '产品设计', '产品规划', '数据分析']\", \"['中台产品', '爬虫']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['数据产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', '[]',\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', \"['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']\",\n",
       "       \"['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['AI产品', '机器学习', '业务化建模', '数据标注']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]', '[]', '[]', \"['产品策划']\", \"['供应链产品', 'ERP产品', '后台产品', 'to B']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\", '[]',\n",
       "       \"['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\",\n",
       "       \"['用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\",\n",
       "       \"['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']\",\n",
       "       \"['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']\",\n",
       "       '[]', \"['工具产品', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:11:27.526661Z",
     "iopub.status.busy": "2023-05-31T12:11:27.525959Z",
     "iopub.status.idle": "2023-05-31T12:11:27.539725Z",
     "shell.execute_reply": "2023-05-31T12:11:27.538988Z",
     "shell.execute_reply.started": "2023-05-31T12:11:27.526628Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证']),\n",
       "       list(['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究', '护肤品产品开发', '化妆品研发', '日化品', '美妆产品']),\n",
       "       list(['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道销售']),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地产行业', '产品设计', '产品规划', '团队管理', '用户研究']),\n",
       "       list(['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']),\n",
       "       list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]), list(['化妆品', 'to B']), list([]), list(['web端产品']),\n",
       "       list(['to C', '消费品', '电子商务']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计']),\n",
       "       list(['游戏行业']), list([]), list([]), list(['泌尿外科']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list(['化妆品', '消费品', '产品开发']), list([]),\n",
       "       list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']),\n",
       "       list(['to C']), list([]), list([]), list(['商品管理', '产品企划', '商品运营']),\n",
       "       list([]), list(['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C']),\n",
       "       list(['品牌策划']), list([]), list(['to C']),\n",
       "       list(['市场营销', '产品管理', '产品开发']),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']),\n",
       "       list(['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究']),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list(['增长产品']), list(['数据分析']),\n",
       "       list([]), list(['临床试验', '临床项目管理', 'GCP认证', 'CE认证']),\n",
       "       list(['axure', 'visio', 'powerpoint', 'word', 'Excel']),\n",
       "       list(['PMP', '流程管理']), list(['包食宿', '五险一金', '晋升空间大', '零食下午茶']),\n",
       "       list(['需求分析']), list(['原型设计', '需求调研', '产品规划', '需求管理']),\n",
       "       list(['数据分析']), list(['流程管理', 'PMP']),\n",
       "       list(['数据产品', '消费品', '食品饮料', '竞品分析', '需求调研', '市场调研', '产品规划', '用户研究', '团队管理']),\n",
       "       list(['B2C  ']),\n",
       "       list(['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']),\n",
       "       list(['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']),\n",
       "       list(['数据产品', '硬件产品']), list([]),\n",
       "       list(['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']),\n",
       "       list(['CRM', '新零售', '电子商务']), list(['CRM', '新零售', '电子商务']),\n",
       "       list(['excel', 'word']), list([]), list(['海外', '手游', '电商']),\n",
       "       list(['生产经理']),\n",
       "       list(['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']),\n",
       "       list(['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']),\n",
       "       list(['金融产品']),\n",
       "       list(['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '数据分析']),\n",
       "       list(['金融产品', 'to B', 'to C']), list([]),\n",
       "       list(['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure']),\n",
       "       list(['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']),\n",
       "       list(['平台产品', 'SaaS系统', '产品设计', '产品规划', '需求分析', '用户研究']),\n",
       "       list(['数据分析', 'PMP']), list(['摄像机', '相机', '安防机', '影响设备']),\n",
       "       list(['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']),\n",
       "       list([]), list(['产品规划', '产品优化']),\n",
       "       list(['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']),\n",
       "       list(['固收投研', '风控', '金融行业B端产品经']),\n",
       "       list(['社区/社交产品', '中期开发迭代', '拉新']),\n",
       "       list(['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理']),\n",
       "       list(['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']),\n",
       "       list([]), list(['固定收益', '固收系统']),\n",
       "       list(['Xmind', '原型设计', '需求分析', '产品设计', 'IT互联网', '计算机软件', 'Axure']),\n",
       "       list(['生物医药', '分析生物学', '体外诊断产品']),\n",
       "       list(['广告产品', '广告行业', '计算机软件', '游戏行业', '产品设计', '数据分析', '流程设计', '团队管理']),\n",
       "       list(['电商产品', 'SaaS产品', 'CRM产品', '电子商务', 'IT互联网', '消费品', 'Xmind', '需求分析']),\n",
       "       list(['商业产品', '产品规划']), list(['游戏']),\n",
       "       list(['旅游产品', 'to C', 'OTA', '英文']),\n",
       "       list(['电商产品', 'CRM产品', 'SaaS系统', 'CRM系统', 'to C', 'to B', '产品设计', '产品规划', '数据分析', '产品优化']),\n",
       "       list(['产品规划', '团队管理', '产品优化', '市场调研']),\n",
       "       list(['axure', 'xmind', 'b端产品', '需求分析']),\n",
       "       list(['电商产品经理 ', 'ERP产品经理', '跨境电商行业']),\n",
       "       list(['交易产品', '金融产品', '工具产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']),\n",
       "       list(['商业产品', 'AI人工智能产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理']),\n",
       "       list(['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']),\n",
       "       list([]),\n",
       "       list(['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']),\n",
       "       list(['供应链产品', '产品设计', '用户研究', '流程设计', '原型设计', '市场调研', '产品规划', '团队管理']),\n",
       "       list(['电商产品', '后台产品', '交易产品', '中台产品', 'AI人工智能产品', 'CRM系统', '电子商务', '人工智能', '产品优化', '产品设计']),\n",
       "       list(['供应链产品', '产品设计', '用户研究', '需求分析', '产品优化', '交互设计', 'Visio', '流程设计', '数据分析']),\n",
       "       list(['产品设计', '数据分析', '课程产品']), list(['硬件产品', '硬件系统集成', '产品规划']),\n",
       "       list(['985', '211', '技术经理']), list(['工具产品']), list(['医药企业', '连锁']),\n",
       "       list(['后台产品', '策略产品', '游戏行业', '计算机软件', '产品优化', '产品设计', '流程设计', '数据分析', '团队管理']),\n",
       "       list([]),\n",
       "       list(['产品规划', '产品设计', 'Axure', '需求分析', '金融行业', '工具产品', '竞品分析', 'to B', 'MindManager', '墨刀']),\n",
       "       list([]), list(['工具产品']), list(['工具产品']),\n",
       "       list(['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']),\n",
       "       list([]), list(['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']),\n",
       "       list(['跨境电商', '照明类产品', '充电类产品', '生活家居用品类']),\n",
       "       list(['3C', '亚马逊', '精品']),\n",
       "       list(['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']),\n",
       "       list(['工具产品', 'IT互联网', '产品设计', '用户研究', '产品规划', '原型设计']),\n",
       "       list(['安全产品', '数据产品', '信息安全', 'to C', '电子/半导体/集成电路', '金融行业', '教育行业', '产品设计']),\n",
       "       list(['产品设计', '数据分析']), list(['电商产品', '跨境电商', '电子商务', '团队管理']),\n",
       "       list([]), list(['to B']),\n",
       "       list(['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']),\n",
       "       list(['to B']), list(['to B']), list(['ppt']),\n",
       "       list(['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']),\n",
       "       list(['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发']),\n",
       "       list(['供应链产品', '电子商务', 'to B']),\n",
       "       list(['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '用户研究', '产品规划', '交互设计']),\n",
       "       list(['策略产品']),\n",
       "       list(['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析']),\n",
       "       list(['产品设计', '需求分析']),\n",
       "       list(['产品设计', 'axure', 'visio', 'ppt', '需求分析']),\n",
       "       list(['语音产品', '产品规划', '产品设计', '竞品分析', '社交产品']), list([]),\n",
       "       list(['ppt', 'axure', 'visio', '硬件产品']),\n",
       "       list(['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']),\n",
       "       list(['axure', 'visio', 'xmind']), list(['数据分析', '需求分析', '数据产品']),\n",
       "       list(['产品设计']), list(['数据分析']),\n",
       "       list(['策略产品', '化妆品', '团队管理', '产品优化', '产品设计', '产品规划']),\n",
       "       list(['临床项目管理', 'CRA', '抗肿瘤药']),\n",
       "       list(['市场推广', '市场调研分析', '市场策划', '活动策划']),\n",
       "       list(['平台产品', '智慧城市', '产品规划', '产品设计', '需求分析', '用户研究', '团队管理']),\n",
       "       list(['产品分析', '产品设计', '产品开发', '产品推广']),\n",
       "       list(['工具产品', '养老机构', '人工智能', '产品设计', '产品规划', '用户研究', '产品优化', '竞品分析', '需求挖掘']),\n",
       "       list([]),\n",
       "       list(['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']),\n",
       "       list(['IT互联网']),\n",
       "       list(['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']),\n",
       "       list(['产品设计', '产品规划', '金融产品', '投资产品', 'IT互联网', '智能硬件', '计算机软件', '智慧城市', '金融行业', '金融理财/贷款']),\n",
       "       list(['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', 'Axure', '需求调研', '市场调研', '移动端产品', '需求分析']),\n",
       "       list(['投资产品', 'IT互联网', '产品设计', '产品规划', '交互设计', '流程设计', '竞品分析', '团队管理']),\n",
       "       list([]),\n",
       "       list(['产品规划', '数据产品', '金融产品', '投资产品', 'IT互联网', '计算机软件', '智慧城市', '金融理财/贷款', '金融行业']),\n",
       "       list(['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']),\n",
       "       list(['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']),\n",
       "       list(['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计']),\n",
       "       list(['投资产品', '皮革/纺织/服装', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']),\n",
       "       list(['ERP产品', 'CRM产品', '中台产品', '后台产品', 'CRM系统', 'to C', 'to B', 'ERP系统', '科研/技术服务', '产品设计']),\n",
       "       list(['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研']),\n",
       "       list(['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']),\n",
       "       list(['投资产品', 'IT互联网', '皮革/纺织/服装', '产品设计', '产品规划', '竞品分析', '流程设计', '交互设计', '团队管理']),\n",
       "       list(['产品经理', 'MCS系统', 'B2B报价系统']),\n",
       "       list(['通讯/网络设备', 'SaaS系统', 'IT互联网', '产品规划', '产品设计', '需求调研', '需求分析', '移动端产品', 'Axure', '用户研究']),\n",
       "       list(['工具产品', '资讯产品', '供应链产品', '财务产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']),\n",
       "       list(['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']),\n",
       "       list(['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计']),\n",
       "       list(['OA产品', '供应链产品', '财务产品', '工具产品', 'IT互联网', '产品设计', '产品规划', '用户研究', '交互设计', '需求分析']),\n",
       "       list(['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析']),\n",
       "       list(['用户研究', '产品设计']), list(['数据分析']),\n",
       "       list(['风控产品', '策略产品', '金融产品', '投资产品', '金融行业', '金融理财/贷款', '需求分析', '产品设计', '产品优化', '团队管理']),\n",
       "       list(['传感器', '模拟芯片', '数字芯片']),\n",
       "       list(['信号测量', '雷达配套', '无线通信', '仪器设备']), list(['工具产品', '移动端产品']),\n",
       "       list(['计算机软件', '团队管理']),\n",
       "       list(['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']), list([]),\n",
       "       list([]), list(['数据产品经理', '数据可视化', '大数据平台']),\n",
       "       list(['数据产品', '商业产品', '产品规划']), list([]),\n",
       "       list(['数据产品', '商业产品', '产品规划']), list(['数据分析', '软件开发']),\n",
       "       list(['客户端产品', '数据产品', '海外产品', 'to C', '产品优化', '用户研究', '数据分析', '团队管理', '需求管理', '产品设计']),\n",
       "       list(['安全产品', '数据产品', '信息安全', '产品设计', '产品规划']),\n",
       "       list(['工具产品', '商业化产品']), list(['数据分析']),\n",
       "       list(['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']),\n",
       "       list(['OA产品', 'OA系统', '产品规划', '需求调研', '产品优化', '市场调研', '产品设计', 'MindManager', 'Visio', 'Axure']),\n",
       "       list(['数据产品', 'b端产品', '内容产品']),\n",
       "       list(['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']),\n",
       "       list(['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']),\n",
       "       list(['硬件产品', '工具产品', '数据产品', '硬件系统集成', '智能硬件', 'SaaS系统', '人工智能', '物流快递', '汽车行业', 'to B']),\n",
       "       list(['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']),\n",
       "       list(['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B']),\n",
       "       list(['智能载荷', '视觉感知系统', '无人驾驶']),\n",
       "       list(['采购', '物流快递', '团队管理', '产品设计', '需求管理']),\n",
       "       list(['数据产品', '基金产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '产品规划', '用户研究']),\n",
       "       list(['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品设计', '市场调研', '产品优化', '数据分析']),\n",
       "       list(['Visio', 'Axure', '工业互联网']),\n",
       "       list(['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']),\n",
       "       list(['产品经理', 'B端产品经理']),\n",
       "       list(['平台产品', '中台产品', 'SaaS产品', 'SaaS系统', 'to B', '产品设计', '产品规划', '用户研究', '产品优化', '流程设计']),\n",
       "       list(['to C', '移动端产品', 'IT互联网']), list(['云网编排', '电信']),\n",
       "       list(['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C']),\n",
       "       list(['策略产品', '商业产品', 'IT互联网', '通讯/网络设备', '市场调研', '产品设计', '产品规划', '团队管理', '产品优化', '用户研究']),\n",
       "       list(['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']),\n",
       "       list(['数据产品', '批发/零售', '医疗行业', '制造业', '产品规划', '用户研究', '交互设计', '产品设计', '数据分析']),\n",
       "       list(['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']),\n",
       "       list(['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']),\n",
       "       list(['数据产品', '产品设计', '用户研究', '产品规划', '团队管理']), list([]),\n",
       "       list(['支付产品', '平台产品', '支付行业', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究']),\n",
       "       list(['物联感知云', '物联网', '大数据']), list(['智慧城市']),\n",
       "       list(['综合服务平台', 'API设计']),\n",
       "       list(['区块链', '电子商务', '游戏行业', 'to B', 'to C', '电商产品', '游戏产品']),\n",
       "       list([]),\n",
       "       list(['人力资源经验', 'HRIS', 'EHR系统', '组织发展', '人才发展', '产品经理', '人力资源系统']),\n",
       "       list([]), list([]),\n",
       "       list(['智慧城市', '产品设计', '产品规划', '原型设计', '产品优化', '需求分析', '竞品分析', '团队管理']),\n",
       "       list(['客户端产品', '电商产品', '工具产品', '广告产品', '酒店行业', '广告行业', '新零售', 'SaaS系统', '批发/零售', '产品设计']),\n",
       "       list(['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '产品优化', '原型设计']),\n",
       "       list(['电力', '电网', '智慧园区']),\n",
       "       list(['客户端产品', '工具产品', '计算机软件', '产品设计', '交互设计', '原型设计', '产品规划', '用户研究', '需求分析', 'Axure']),\n",
       "       list(['数据产品', '策略产品', '医疗设备/器械', '医疗行业', '产品设计', '产品规划', '竞品分析', '用户研究', '产品优化', '需求挖掘']),\n",
       "       list(['中台产品', '产品规划', '产品设计', 'to C', '用户中心']),\n",
       "       list(['电商产品', 'SaaS产品']),\n",
       "       list(['产品经理', '泛娱乐', '直播', '社交产品', '中东']),\n",
       "       list(['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计']),\n",
       "       list(['医疗行业', '信息化管理', '产品设计', '产品研发', '产品规划']),\n",
       "       list(['供应链产品', '跨境电商', '物流产品规划', '库存管理']),\n",
       "       list(['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品规划', '需求管理', '产品设计']),\n",
       "       list(['无人机', '无人机载荷', '激光雷达', '光学相机']),\n",
       "       list(['产品规划', '需求分析', '需求调研', '医疗行业']),\n",
       "       list(['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']),\n",
       "       list([]),\n",
       "       list(['工具产品', 'IT互联网', 'to B', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究', '交互设计', '团队管理']),\n",
       "       list(['策略产品', '商业产品', '数据产品', '装修装饰', '数据分析', '数据挖掘']), list([]),\n",
       "       list(['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']),\n",
       "       list(['平台产品', '产品规划', '市场调研']),\n",
       "       list(['工具产品', '客户端产品', '计算机软件', '产品设计', '交互设计', '用户研究', '原型设计', '产品规划', '需求分析', 'Axure']),\n",
       "       list([]), list(['需求调研', '产品规划', '需求分析', '产品设计', '汽车行业']),\n",
       "       list(['SaaS产品', 'to C', '用户研究', '产品规划', '竞品分析', '市场调研', '移动端产品', 'web端产品', '计算机软件']),\n",
       "       list(['原型设计', '数据产品', '需求分析', '产品设计', '流程设计', '项目管理', 'python']),\n",
       "       list([]), list(['供应链产品', '电商产品', '批发/零售', '团队管理', '产品设计']),\n",
       "       list([]),\n",
       "       list(['平台产品', '数据产品', '计算机软件', '产品设计', '产品优化', '用户研究', '需求分析', '产品规划', '交互设计', '竞品分析']),\n",
       "       list(['采购', '产品设计']), list(['制造业', '药物研发', '产品规划', '市场调研']),\n",
       "       list(['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品']), list([]),\n",
       "       list(['商业产品', '数据产品', 'to C', 'to B', 'web端产品', '用户研究', '产品设计', '产品规划', '移动端产品', '市场调研']),\n",
       "       list(['数据产品', '平台产品', '数据分析', '产品规划', '用户研究', '需求分析', '产品设计']),\n",
       "       list(['安全产品', '需求管理', '团队管理', '产品设计']),\n",
       "       list(['产品经理', '化妆品', 'OEM/ODM管理', '日化', '洗护产品']),\n",
       "       list(['产品设计', '数据分析', '团队管理']), list([]),\n",
       "       list(['硬件产品', '海外产品', '人工智能', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '需求分析', '用户研究', '竞品分析']),\n",
       "       list(['工具产品', '图文打印/复印', '自动化行业', '保险行业', '计算机软件']),\n",
       "       list(['供应链产品', '硬件产品', 'IT互联网', '智能硬件', '金融行业', '电子商务', '移动端产品', '产品优化', '用户研究']),\n",
       "       list(['数据产品', 'Xmind', 'SPSS', '需求分析', 'to B', '产品设计', 'Axure', 'Visio']),\n",
       "       list([]), list(['竞品分析', '战略规划咨询', '消费者研究']),\n",
       "       list(['计算机软件', '财务/审计/税务', '产品规划', '产品设计', '需求说明', '用户研究', 'Xmind', 'Axure', 'Visio']),\n",
       "       list(['电子商务', '产品规划', 'to C', '供应链产品']),\n",
       "       list(['平台产品', '客户端产品', '数据产品', 'IT互联网', '团队管理', '用户研究', '产品设计', '产品优化', '市场调研', '产品规划']),\n",
       "       list(['供应链系统', '电商系统']), list([]), list(['产品设计', '用户研究']),\n",
       "       list(['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计']),\n",
       "       list(['策略产品', '产品规划', '市场调研']),\n",
       "       list(['产品规划', '市场调研', '产品设计', 'to B', 'to G']),\n",
       "       list(['商业产品', '计算机软件', '产品规划', '团队管理', '用户研究', '产品设计', '需求分析', '市场调研']),\n",
       "       list(['信创', '国产化', '规划', '产品规划']),\n",
       "       list(['原型设计', '产品设计', 'Axure', 'SaaS产品', 'IT互联网', 'to B', '移动端产品', 'web端产品', '需求分析', '流程设计']),\n",
       "       list([]), list([]), list(['工具产品', '策略产品', '医药行业', '市场调研', '产品规划']),\n",
       "       list(['设计服务', '产品规划', '市场调研', '用户研究', '团队管理', '产品设计']),\n",
       "       list(['供应链产品', '工具产品', '平台产品', '电商产品', 'SaaS系统', '电子商务', '农林牧渔业', '农业', '团队管理', '产品设计']),\n",
       "       list(['IT互联网', '用户研究', '市场调研']),\n",
       "       list(['平台产品', '智慧城市', '产品设计', '产品规划', '用户研究', '需求挖掘']),\n",
       "       list(['AI人工智能产品', '数据产品', '人工智能', '智能硬件', '智慧城市', '需求管理', '用户研究', '产品规划', '团队管理']),\n",
       "       list(['Xmind', '墨刀', '电商产品', '数据产品', '产品规划', '产品设计', '原型设计', '数据分析', 'to B', 'Axure']),\n",
       "       list(['硬件产品', '电商产品', 'OA产品', '金融产品', '硬件系统集成', '教育行业', 'to B', '电子商务', '物流快递', '交通/运输/物流']),\n",
       "       list(['数据产品', '平台产品', '产品设计', '产品规划']),\n",
       "       list(['海外产品', '用户研究', '产品规划', '需求分析']),\n",
       "       list(['OA产品', 'IT互联网', 'to B']),\n",
       "       list(['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']),\n",
       "       list(['产品规划', '产品管理', '商业产品', '产品优化', '宠物用品', '宠物行业', 'OEM/ODM管理', '采购管理', '销售方向']),\n",
       "       list([]), list(['供应链产品', '建材', '产品设计', '团队管理']),\n",
       "       list(['调度策略产品', '产品设计', '需求挖掘', '数据分析']),\n",
       "       list(['商业产品', 'IT互联网', '团队管理', '用户研究', '产品规划', '产品设计']),\n",
       "       list(['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '团队管理']),\n",
       "       list(['IT互联网', '产品设计', '用户研究', '需求分析', '产品规划', '交互设计']),\n",
       "       list(['制造业', '药物研发', '市场调研', '产品规划']), list([]),\n",
       "       list(['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']),\n",
       "       list(['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计']),\n",
       "       list(['AI人工智能产品', '数据产品', '工具产品', '策略产品', '推荐产品', '人工智能', '团队管理', '产品规划']),\n",
       "       list(['产品规划', '团队管理', 'Visio']),\n",
       "       list(['硬件产品', '策略产品', '商业产品', '硬件系统集成', '用户研究', '市场调研', '产品规划', '竞品分析', '团队管理']),\n",
       "       list(['证券类']),\n",
       "       list(['平台产品', '调度策略产品', '计算机软件', '工业互联网', '产品设计', '产品规划', '产品优化', '团队管理', '需求分析', '交互设计']),\n",
       "       list(['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']),\n",
       "       list(['汽摩配', '储能电源', '光伏逆变器', '电动工具', 'DIY工具', '雕刻机']),\n",
       "       list(['商家平台产品经理', '卡券产品经理', '商家工具产品经理']),\n",
       "       list(['aPAAS', 'PAAS', '低代码']),\n",
       "       list(['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析']),\n",
       "       list(['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品']),\n",
       "       list(['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案']),\n",
       "       list(['AI人工智能产品', '商业产品', '工具产品', '图书馆', '人工智能', '产品设计', '市场调研', '产品规划', '团队管理']),\n",
       "       list(['大健康', '干细胞', '产品分析']),\n",
       "       list(['投资产品', '基金产品', '设计服务', '金融理财/贷款', '基金业务']),\n",
       "       list(['供应链产品', '国际快递', '产品规划', '需求管理', 'Visio', '团队管理']),\n",
       "       list(['数据产品', '计算机软件', 'IT互联网', '教育行业', '化学化工', '用户研究', '产品设计', '产品规划', '团队管理', '数据分析']),\n",
       "       list(['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']),\n",
       "       list(['化妆品', '竞品分析', '团队管理', '产品规划', '市场调研']),\n",
       "       list(['智能硬件', '人工智能', '产品规划', '团队管理']),\n",
       "       list(['AI人工智能产品', '数据产品', '策略产品', '推荐产品', '工具产品', '人工智能', '团队管理', '产品规划']),\n",
       "       list(['B端', 'SCRM']), list([]),\n",
       "       list(['广告产品', '设计服务', '广告行业', '产品规划', '产品设计', '市场调研', '用户研究', '团队管理']),\n",
       "       list(['医疗器械', '医药', '市场营销', '客户关系', '产品经理']),\n",
       "       list(['工具产品', '商业产品', '广告产品', 'IT互联网', '游戏行业', '广告行业', '产品优化', '产品设计', '移动端产品', '交互设计']),\n",
       "       list(['用户研究', '交互设计', 'Axure']),\n",
       "       list(['数据产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '用户研究', '产品规划', '数据分析']),\n",
       "       list(['数据产品', '工具产品', '产品设计', '产品规划', '数据分析', '团队管理', '原型设计', 'Axure', '需求分析', 'MindManager']),\n",
       "       list(['数据产品', '用户研究', '产品规划', '竞品分析', '产品优化', '需求分析', '产品设计']),\n",
       "       list(['SFA系统', '产品经理', '英文口语']),\n",
       "       list(['C端产品', '直播/视频产品', '海外社交产品', '0-1搭建经历']),\n",
       "       list(['推荐产品', '策略产品', 'AI人工智能产品', '算法模型产品', '前端展示产品', '消费品', '批发/零售', '化妆品', '算法开发', 'AI应用']),\n",
       "       list([]),\n",
       "       list(['AI产品', '实操算法', '应用场景设计', 'AI产品全周期管理', '推荐产品', '预测产品', '算法模型', '人工智能模型', '项目统筹']),\n",
       "       list(['中药']),\n",
       "       list(['增长产品', '策略产品', '数据产品', '智能硬件', '房地产行业', 'IT互联网', '音乐行业', '家具行业', '数据分析', '用户研究']),\n",
       "       list(['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计']), list([]),\n",
       "       list(['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化']),\n",
       "       list(['产品经理', '水稻产品']), list([]),\n",
       "       list(['海外产品', '用户研究', '产品规划', '需求分析']), list([]),\n",
       "       list(['数据分析', '需求分析']), list(['国产化', '信创', '生态产品', '云桌面']),\n",
       "       list(['风控产品', '平台产品', '产品设计', '团队管理']),\n",
       "       list(['金融产品', 'to B', 'web端产品']),\n",
       "       list(['电子商务', '住宿/餐饮业', '产品设计', '产品规划', '数据分析']),\n",
       "       list(['中台产品', '爬虫']),\n",
       "       list(['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']),\n",
       "       list(['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']),\n",
       "       list(['新零售', '商品中心', '产品经理']), list(['数据产品']),\n",
       "       list(['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']),\n",
       "       list([]), list([]),\n",
       "       list(['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']),\n",
       "       list(['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']),\n",
       "       list([]),\n",
       "       list(['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']),\n",
       "       list(['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']),\n",
       "       list(['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']),\n",
       "       list(['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']),\n",
       "       list([]),\n",
       "       list(['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']),\n",
       "       list(['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']),\n",
       "       list(['AI产品', '机器学习', '业务化建模', '数据标注']),\n",
       "       list(['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']), list([]),\n",
       "       list(['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']),\n",
       "       list([]), list([]), list([]), list(['产品策划']),\n",
       "       list(['供应链产品', 'ERP产品', '后台产品', 'to B']),\n",
       "       list(['策略产品', '产品规划', '市场调研']), list([]),\n",
       "       list(['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']),\n",
       "       list(['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']),\n",
       "       list(['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']),\n",
       "       list(['用户研究', '产品规划', '数据分析']),\n",
       "       list(['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']),\n",
       "       list(['硬件产品', '智能硬件', '硬件系统集成', '教育行业']),\n",
       "       list(['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']),\n",
       "       list(['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']),\n",
       "       list([]), list(['工具产品', '团队管理', '产品规划']),\n",
       "       list(['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure'])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:11:39.599494Z",
     "iopub.status.busy": "2023-05-31T12:11:39.598841Z",
     "iopub.status.idle": "2023-05-31T12:11:39.643868Z",
     "shell.execute_reply": "2023-05-31T12:11:39.642783Z",
     "shell.execute_reply.started": "2023-05-31T12:11:39.599463Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['策略产品',\n",
       "  '商业产品',\n",
       "  '制造业',\n",
       "  '家电行业',\n",
       "  '房地产行业',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品规划',\n",
       "  '团队管理',\n",
       "  '需求验证'],\n",
       " ['批发/零售',\n",
       "  '化妆品',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '需求分析',\n",
       "  '用户研究',\n",
       "  '护肤品产品开发',\n",
       "  '化妆品研发',\n",
       "  '日化品',\n",
       "  '美妆产品'],\n",
       " ['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道销售'],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['定价/竞价产品',\n",
       "  '商业产品',\n",
       "  '策略产品',\n",
       "  '制造业',\n",
       "  '家电行业',\n",
       "  '房地产行业',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '团队管理',\n",
       "  '用户研究'],\n",
       " ['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " ['化妆品', 'to B'],\n",
       " [],\n",
       " ['web端产品'],\n",
       " ['to C', '消费品', '电子商务'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计'],\n",
       " ['游戏行业'],\n",
       " [],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " [],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['策略产品',\n",
       "  '数据产品',\n",
       "  '平台产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据分析',\n",
       "  '数据挖掘'],\n",
       " ['to C'],\n",
       " [],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C'],\n",
       " ['品牌策划'],\n",
       " [],\n",
       " ['to C'],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  'IT/互联网/软件',\n",
       "  '化工行业',\n",
       "  'CRM系统'],\n",
       " ['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究'],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " ['增长产品'],\n",
       " ['数据分析'],\n",
       " [],\n",
       " ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'],\n",
       " ['axure', 'visio', 'powerpoint', 'word', 'Excel'],\n",
       " ['PMP', '流程管理'],\n",
       " ['包食宿', '五险一金', '晋升空间大', '零食下午茶'],\n",
       " ['需求分析'],\n",
       " ['原型设计', '需求调研', '产品规划', '需求管理'],\n",
       " ['数据分析'],\n",
       " ['流程管理', 'PMP'],\n",
       " ['数据产品', '消费品', '食品饮料', '竞品分析', '需求调研', '市场调研', '产品规划', '用户研究', '团队管理'],\n",
       " ['B2C  '],\n",
       " ['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品'],\n",
       " ['AI人工智能产品',\n",
       "  '硬件产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '硬件系统集成',\n",
       "  '智能硬件',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '团队管理'],\n",
       " ['数据产品', '硬件产品'],\n",
       " [],\n",
       " ['团队管理', '产品规划', '产品优化', '市场调研', '需求分析'],\n",
       " ['CRM', '新零售', '电子商务'],\n",
       " ['CRM', '新零售', '电子商务'],\n",
       " ['excel', 'word'],\n",
       " [],\n",
       " ['海外', '手游', '电商'],\n",
       " ['生产经理'],\n",
       " ['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计'],\n",
       " ['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品'],\n",
       " ['金融产品'],\n",
       " ['供应链产品',\n",
       "  '定价/竞价产品',\n",
       "  '数据产品',\n",
       "  'IT互联网',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '原型设计',\n",
       "  '交互设计',\n",
       "  '用户研究',\n",
       "  '数据分析'],\n",
       " ['金融产品', 'to B', 'to C'],\n",
       " [],\n",
       " ['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure'],\n",
       " ['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究'],\n",
       " ['平台产品', 'SaaS系统', '产品设计', '产品规划', '需求分析', '用户研究'],\n",
       " ['数据分析', 'PMP'],\n",
       " ['摄像机', '相机', '安防机', '影响设备'],\n",
       " ['工具产品',\n",
       "  '交易产品',\n",
       "  '金融产品',\n",
       "  '数据产品',\n",
       "  '金融行业',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '数据分析',\n",
       "  '团队管理'],\n",
       " [],\n",
       " ['产品规划', '产品优化'],\n",
       " ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品'],\n",
       " ['固收投研', '风控', '金融行业B端产品经'],\n",
       " ['社区/社交产品', '中期开发迭代', '拉新'],\n",
       " ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理'],\n",
       " ['证券业',\n",
       "  '金融行业',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  'to B',\n",
       "  '产品规划',\n",
       "  '需求分析',\n",
       "  '用户研究',\n",
       "  '金融产品',\n",
       "  '内容产品'],\n",
       " [],\n",
       " ['固定收益', '固收系统'],\n",
       " ['Xmind', '原型设计', '需求分析', '产品设计', 'IT互联网', '计算机软件', 'Axure'],\n",
       " ['生物医药', '分析生物学', '体外诊断产品'],\n",
       " ['广告产品', '广告行业', '计算机软件', '游戏行业', '产品设计', '数据分析', '流程设计', '团队管理'],\n",
       " ['电商产品', 'SaaS产品', 'CRM产品', '电子商务', 'IT互联网', '消费品', 'Xmind', '需求分析'],\n",
       " ['商业产品', '产品规划'],\n",
       " ['游戏'],\n",
       " ['旅游产品', 'to C', 'OTA', '英文'],\n",
       " ['电商产品',\n",
       "  'CRM产品',\n",
       "  'SaaS系统',\n",
       "  'CRM系统',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '数据分析',\n",
       "  '产品优化'],\n",
       " ['产品规划', '团队管理', '产品优化', '市场调研'],\n",
       " ['axure', 'xmind', 'b端产品', '需求分析'],\n",
       " ['电商产品经理 ', 'ERP产品经理', '跨境电商行业'],\n",
       " ['交易产品', '金融产品', '工具产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理'],\n",
       " ['商业产品', 'AI人工智能产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理'],\n",
       " ['社交产品',\n",
       "  '海外产品',\n",
       "  '移动端产品',\n",
       "  '产品规划',\n",
       "  '竞品分析',\n",
       "  '需求分析',\n",
       "  '用户研究',\n",
       "  '市场调研',\n",
       "  '产品设计',\n",
       "  '原型设计'],\n",
       " [],\n",
       " ['电商产品',\n",
       "  '后台产品',\n",
       "  'AI人工智能产品',\n",
       "  '中台产品',\n",
       "  '交易产品',\n",
       "  'CRM系统',\n",
       "  '人工智能',\n",
       "  '电子商务',\n",
       "  '产品优化',\n",
       "  '产品设计'],\n",
       " ['供应链产品', '产品设计', '用户研究', '流程设计', '原型设计', '市场调研', '产品规划', '团队管理'],\n",
       " ['电商产品',\n",
       "  '后台产品',\n",
       "  '交易产品',\n",
       "  '中台产品',\n",
       "  'AI人工智能产品',\n",
       "  'CRM系统',\n",
       "  '电子商务',\n",
       "  '人工智能',\n",
       "  '产品优化',\n",
       "  '产品设计'],\n",
       " ['供应链产品', '产品设计', '用户研究', '需求分析', '产品优化', '交互设计', 'Visio', '流程设计', '数据分析'],\n",
       " ['产品设计', '数据分析', '课程产品'],\n",
       " ['硬件产品', '硬件系统集成', '产品规划'],\n",
       " ['985', '211', '技术经理'],\n",
       " ['工具产品'],\n",
       " ['医药企业', '连锁'],\n",
       " ['后台产品', '策略产品', '游戏行业', '计算机软件', '产品优化', '产品设计', '流程设计', '数据分析', '团队管理'],\n",
       " [],\n",
       " ['产品规划',\n",
       "  '产品设计',\n",
       "  'Axure',\n",
       "  '需求分析',\n",
       "  '金融行业',\n",
       "  '工具产品',\n",
       "  '竞品分析',\n",
       "  'to B',\n",
       "  'MindManager',\n",
       "  '墨刀'],\n",
       " [],\n",
       " ['工具产品'],\n",
       " ['工具产品'],\n",
       " ['交易产品',\n",
       "  '投资产品',\n",
       "  '金融行业',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求管理',\n",
       "  '竞品分析',\n",
       "  'to B',\n",
       "  '需求分析',\n",
       "  '需求调研'],\n",
       " [],\n",
       " ['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子'],\n",
       " ['跨境电商', '照明类产品', '充电类产品', '生活家居用品类'],\n",
       " ['3C', '亚马逊', '精品'],\n",
       " ['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计'],\n",
       " ['工具产品', 'IT互联网', '产品设计', '用户研究', '产品规划', '原型设计'],\n",
       " ['安全产品', '数据产品', '信息安全', 'to C', '电子/半导体/集成电路', '金融行业', '教育行业', '产品设计'],\n",
       " ['产品设计', '数据分析'],\n",
       " ['电商产品', '跨境电商', '电子商务', '团队管理'],\n",
       " [],\n",
       " ['to B'],\n",
       " ['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划'],\n",
       " ['to B'],\n",
       " ['to B'],\n",
       " ['ppt'],\n",
       " ['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析'],\n",
       " ['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发'],\n",
       " ['供应链产品', '电子商务', 'to B'],\n",
       " ['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '用户研究', '产品规划', '交互设计'],\n",
       " ['策略产品'],\n",
       " ['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析'],\n",
       " ['产品设计', '需求分析'],\n",
       " ['产品设计', 'axure', 'visio', 'ppt', '需求分析'],\n",
       " ['语音产品', '产品规划', '产品设计', '竞品分析', '社交产品'],\n",
       " [],\n",
       " ['ppt', 'axure', 'visio', '硬件产品'],\n",
       " ['产品规划', '云平台', '软硬件集成', '从0到1的规划产品'],\n",
       " ['axure', 'visio', 'xmind'],\n",
       " ['数据分析', '需求分析', '数据产品'],\n",
       " ['产品设计'],\n",
       " ['数据分析'],\n",
       " ['策略产品', '化妆品', '团队管理', '产品优化', '产品设计', '产品规划'],\n",
       " ['临床项目管理', 'CRA', '抗肿瘤药'],\n",
       " ['市场推广', '市场调研分析', '市场策划', '活动策划'],\n",
       " ['平台产品', '智慧城市', '产品规划', '产品设计', '需求分析', '用户研究', '团队管理'],\n",
       " ['产品分析', '产品设计', '产品开发', '产品推广'],\n",
       " ['工具产品', '养老机构', '人工智能', '产品设计', '产品规划', '用户研究', '产品优化', '竞品分析', '需求挖掘'],\n",
       " [],\n",
       " ['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理'],\n",
       " ['IT互联网'],\n",
       " ['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理'],\n",
       " ['产品设计',\n",
       "  '产品规划',\n",
       "  '金融产品',\n",
       "  '投资产品',\n",
       "  'IT互联网',\n",
       "  '智能硬件',\n",
       "  '计算机软件',\n",
       "  '智慧城市',\n",
       "  '金融行业',\n",
       "  '金融理财/贷款'],\n",
       " ['IT互联网',\n",
       "  'SaaS系统',\n",
       "  '通讯/网络设备',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  'Axure',\n",
       "  '需求调研',\n",
       "  '市场调研',\n",
       "  '移动端产品',\n",
       "  '需求分析'],\n",
       " ['投资产品', 'IT互联网', '产品设计', '产品规划', '交互设计', '流程设计', '竞品分析', '团队管理'],\n",
       " [],\n",
       " ['产品规划', '数据产品', '金融产品', '投资产品', 'IT互联网', '计算机软件', '智慧城市', '金融理财/贷款', '金融行业'],\n",
       " ['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品'],\n",
       " ['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具'],\n",
       " ['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计'],\n",
       " ['投资产品', '皮革/纺织/服装', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理'],\n",
       " ['ERP产品',\n",
       "  'CRM产品',\n",
       "  '中台产品',\n",
       "  '后台产品',\n",
       "  'CRM系统',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  'ERP系统',\n",
       "  '科研/技术服务',\n",
       "  '产品设计'],\n",
       " ['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研'],\n",
       " ['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理'],\n",
       " ['投资产品', 'IT互联网', '皮革/纺织/服装', '产品设计', '产品规划', '竞品分析', '流程设计', '交互设计', '团队管理'],\n",
       " ['产品经理', 'MCS系统', 'B2B报价系统'],\n",
       " ['通讯/网络设备',\n",
       "  'SaaS系统',\n",
       "  'IT互联网',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求调研',\n",
       "  '需求分析',\n",
       "  '移动端产品',\n",
       "  'Axure',\n",
       "  '用户研究'],\n",
       " ['工具产品',\n",
       "  '资讯产品',\n",
       "  '供应链产品',\n",
       "  '财务产品',\n",
       "  '医疗行业',\n",
       "  '医院',\n",
       "  'IT互联网',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品规划'],\n",
       " ['后台产品',\n",
       "  '制造业',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求管理',\n",
       "  'CRM产品',\n",
       "  'to B',\n",
       "  '原型设计',\n",
       "  '流程设计'],\n",
       " ['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计'],\n",
       " ['OA产品',\n",
       "  '供应链产品',\n",
       "  '财务产品',\n",
       "  '工具产品',\n",
       "  'IT互联网',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '交互设计',\n",
       "  '需求分析'],\n",
       " ['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析'],\n",
       " ['用户研究', '产品设计'],\n",
       " ['数据分析'],\n",
       " ['风控产品',\n",
       "  '策略产品',\n",
       "  '金融产品',\n",
       "  '投资产品',\n",
       "  '金融行业',\n",
       "  '金融理财/贷款',\n",
       "  '需求分析',\n",
       "  '产品设计',\n",
       "  '产品优化',\n",
       "  '团队管理'],\n",
       " ['传感器', '模拟芯片', '数字芯片'],\n",
       " ['信号测量', '雷达配套', '无线通信', '仪器设备'],\n",
       " ['工具产品', '移动端产品'],\n",
       " ['计算机软件', '团队管理'],\n",
       " ['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪'],\n",
       " [],\n",
       " [],\n",
       " ['数据产品经理', '数据可视化', '大数据平台'],\n",
       " ['数据产品', '商业产品', '产品规划'],\n",
       " [],\n",
       " ['数据产品', '商业产品', '产品规划'],\n",
       " ['数据分析', '软件开发'],\n",
       " ['客户端产品',\n",
       "  '数据产品',\n",
       "  '海外产品',\n",
       "  'to C',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '数据分析',\n",
       "  '团队管理',\n",
       "  '需求管理',\n",
       "  '产品设计'],\n",
       " ['安全产品', '数据产品', '信息安全', '产品设计', '产品规划'],\n",
       " ['工具产品', '商业化产品'],\n",
       " ['数据分析'],\n",
       " ['数据产品',\n",
       "  '客户端产品',\n",
       "  'IT互联网',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '团队管理',\n",
       "  '数据分析',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '需求管理'],\n",
       " ['OA产品',\n",
       "  'OA系统',\n",
       "  '产品规划',\n",
       "  '需求调研',\n",
       "  '产品优化',\n",
       "  '市场调研',\n",
       "  '产品设计',\n",
       "  'MindManager',\n",
       "  'Visio',\n",
       "  'Axure'],\n",
       " ['数据产品', 'b端产品', '内容产品'],\n",
       " ['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析'],\n",
       " ['AI人工智能产品',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '需求分析'],\n",
       " ['硬件产品',\n",
       "  '工具产品',\n",
       "  '数据产品',\n",
       "  '硬件系统集成',\n",
       "  '智能硬件',\n",
       "  'SaaS系统',\n",
       "  '人工智能',\n",
       "  '物流快递',\n",
       "  '汽车行业',\n",
       "  'to B'],\n",
       " ['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品'],\n",
       " ['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B'],\n",
       " ['智能载荷', '视觉感知系统', '无人驾驶'],\n",
       " ['采购', '物流快递', '团队管理', '产品设计', '需求管理'],\n",
       " ['数据产品',\n",
       "  '基金产品',\n",
       "  '投资产品',\n",
       "  '工具产品',\n",
       "  '金融理财/贷款',\n",
       "  '设计服务',\n",
       "  'to C',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '用户研究'],\n",
       " ['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品设计', '市场调研', '产品优化', '数据分析'],\n",
       " ['Visio', 'Axure', '工业互联网'],\n",
       " ['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析'],\n",
       " ['产品经理', 'B端产品经理'],\n",
       " ['平台产品',\n",
       "  '中台产品',\n",
       "  'SaaS产品',\n",
       "  'SaaS系统',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '流程设计'],\n",
       " ['to C', '移动端产品', 'IT互联网'],\n",
       " ['云网编排', '电信'],\n",
       " ['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C'],\n",
       " ['策略产品',\n",
       "  '商业产品',\n",
       "  'IT互联网',\n",
       "  '通讯/网络设备',\n",
       "  '市场调研',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '团队管理',\n",
       "  '产品优化',\n",
       "  '用户研究'],\n",
       " ['产品规划',\n",
       "  '产品设计',\n",
       "  'to B',\n",
       "  '流程设计',\n",
       "  '原型设计',\n",
       "  '需求分析',\n",
       "  'SaaS产品',\n",
       "  '中台产品',\n",
       "  'IT互联网',\n",
       "  '电子商务'],\n",
       " ['数据产品', '批发/零售', '医疗行业', '制造业', '产品规划', '用户研究', '交互设计', '产品设计', '数据分析'],\n",
       " ['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理'],\n",
       " ['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件'],\n",
       " ['数据产品', '产品设计', '用户研究', '产品规划', '团队管理'],\n",
       " [],\n",
       " ['支付产品', '平台产品', '支付行业', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究'],\n",
       " ['物联感知云', '物联网', '大数据'],\n",
       " ['智慧城市'],\n",
       " ['综合服务平台', 'API设计'],\n",
       " ['区块链', '电子商务', '游戏行业', 'to B', 'to C', '电商产品', '游戏产品'],\n",
       " [],\n",
       " ['人力资源经验', 'HRIS', 'EHR系统', '组织发展', '人才发展', '产品经理', '人力资源系统'],\n",
       " [],\n",
       " [],\n",
       " ['智慧城市', '产品设计', '产品规划', '原型设计', '产品优化', '需求分析', '竞品分析', '团队管理'],\n",
       " ['客户端产品',\n",
       "  '电商产品',\n",
       "  '工具产品',\n",
       "  '广告产品',\n",
       "  '酒店行业',\n",
       "  '广告行业',\n",
       "  '新零售',\n",
       "  'SaaS系统',\n",
       "  '批发/零售',\n",
       "  '产品设计'],\n",
       " ['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '产品优化', '原型设计'],\n",
       " ['电力', '电网', '智慧园区'],\n",
       " ['客户端产品',\n",
       "  '工具产品',\n",
       "  '计算机软件',\n",
       "  '产品设计',\n",
       "  '交互设计',\n",
       "  '原型设计',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '需求分析',\n",
       "  'Axure'],\n",
       " ['数据产品',\n",
       "  '策略产品',\n",
       "  '医疗设备/器械',\n",
       "  '医疗行业',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '竞品分析',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '需求挖掘'],\n",
       " ['中台产品', '产品规划', '产品设计', 'to C', '用户中心'],\n",
       " ['电商产品', 'SaaS产品'],\n",
       " ['产品经理', '泛娱乐', '直播', '社交产品', '中东'],\n",
       " ['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计'],\n",
       " ['医疗行业', '信息化管理', '产品设计', '产品研发', '产品规划'],\n",
       " ['供应链产品', '跨境电商', '物流产品规划', '库存管理'],\n",
       " ['数据产品',\n",
       "  '客户端产品',\n",
       "  'IT互联网',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '团队管理',\n",
       "  '数据分析',\n",
       "  '产品规划',\n",
       "  '需求管理',\n",
       "  '产品设计'],\n",
       " ['无人机', '无人机载荷', '激光雷达', '光学相机'],\n",
       " ['产品规划', '需求分析', '需求调研', '医疗行业'],\n",
       " ['AI人工智能产品',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '产品规划'],\n",
       " [],\n",
       " ['工具产品',\n",
       "  'IT互联网',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '产品优化',\n",
       "  '流程设计',\n",
       "  '用户研究',\n",
       "  '交互设计',\n",
       "  '团队管理'],\n",
       " ['策略产品', '商业产品', '数据产品', '装修装饰', '数据分析', '数据挖掘'],\n",
       " [],\n",
       " ['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理'],\n",
       " ['平台产品', '产品规划', '市场调研'],\n",
       " ['工具产品',\n",
       "  '客户端产品',\n",
       "  '计算机软件',\n",
       "  '产品设计',\n",
       "  '交互设计',\n",
       "  '用户研究',\n",
       "  '原型设计',\n",
       "  '产品规划',\n",
       "  '需求分析',\n",
       "  'Axure'],\n",
       " [],\n",
       " ['需求调研', '产品规划', '需求分析', '产品设计', '汽车行业'],\n",
       " ['SaaS产品',\n",
       "  'to C',\n",
       "  '用户研究',\n",
       "  '产品规划',\n",
       "  '竞品分析',\n",
       "  '市场调研',\n",
       "  '移动端产品',\n",
       "  'web端产品',\n",
       "  '计算机软件'],\n",
       " ['原型设计', '数据产品', '需求分析', '产品设计', '流程设计', '项目管理', 'python'],\n",
       " [],\n",
       " ['供应链产品', '电商产品', '批发/零售', '团队管理', '产品设计'],\n",
       " [],\n",
       " ['平台产品',\n",
       "  '数据产品',\n",
       "  '计算机软件',\n",
       "  '产品设计',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '交互设计',\n",
       "  '竞品分析'],\n",
       " ['采购', '产品设计'],\n",
       " ['制造业', '药物研发', '产品规划', '市场调研'],\n",
       " ['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品'],\n",
       " [],\n",
       " ['商业产品',\n",
       "  '数据产品',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  'web端产品',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '移动端产品',\n",
       "  '市场调研'],\n",
       " ['数据产品', '平台产品', '数据分析', '产品规划', '用户研究', '需求分析', '产品设计'],\n",
       " ['安全产品', '需求管理', '团队管理', '产品设计'],\n",
       " ['产品经理', '化妆品', 'OEM/ODM管理', '日化', '洗护产品'],\n",
       " ['产品设计', '数据分析', '团队管理'],\n",
       " [],\n",
       " ['硬件产品',\n",
       "  '海外产品',\n",
       "  '人工智能',\n",
       "  '硬件系统集成',\n",
       "  '智能硬件',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '需求分析',\n",
       "  '用户研究',\n",
       "  '竞品分析'],\n",
       " ['工具产品', '图文打印/复印', '自动化行业', '保险行业', '计算机软件'],\n",
       " ['供应链产品', '硬件产品', 'IT互联网', '智能硬件', '金融行业', '电子商务', '移动端产品', '产品优化', '用户研究'],\n",
       " ['数据产品', 'Xmind', 'SPSS', '需求分析', 'to B', '产品设计', 'Axure', 'Visio'],\n",
       " [],\n",
       " ['竞品分析', '战略规划咨询', '消费者研究'],\n",
       " ['计算机软件',\n",
       "  '财务/审计/税务',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求说明',\n",
       "  '用户研究',\n",
       "  'Xmind',\n",
       "  'Axure',\n",
       "  'Visio'],\n",
       " ['电子商务', '产品规划', 'to C', '供应链产品'],\n",
       " ['平台产品',\n",
       "  '客户端产品',\n",
       "  '数据产品',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '产品优化',\n",
       "  '市场调研',\n",
       "  '产品规划'],\n",
       " ['供应链系统', '电商系统'],\n",
       " [],\n",
       " ['产品设计', '用户研究'],\n",
       " ['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计'],\n",
       " ['策略产品', '产品规划', '市场调研'],\n",
       " ['产品规划', '市场调研', '产品设计', 'to B', 'to G'],\n",
       " ['商业产品', '计算机软件', '产品规划', '团队管理', '用户研究', '产品设计', '需求分析', '市场调研'],\n",
       " ['信创', '国产化', '规划', '产品规划'],\n",
       " ['原型设计',\n",
       "  '产品设计',\n",
       "  'Axure',\n",
       "  'SaaS产品',\n",
       "  'IT互联网',\n",
       "  'to B',\n",
       "  '移动端产品',\n",
       "  'web端产品',\n",
       "  '需求分析',\n",
       "  '流程设计'],\n",
       " [],\n",
       " [],\n",
       " ['工具产品', '策略产品', '医药行业', '市场调研', '产品规划'],\n",
       " ['设计服务', '产品规划', '市场调研', '用户研究', '团队管理', '产品设计'],\n",
       " ['供应链产品',\n",
       "  '工具产品',\n",
       "  '平台产品',\n",
       "  '电商产品',\n",
       "  'SaaS系统',\n",
       "  '电子商务',\n",
       "  '农林牧渔业',\n",
       "  '农业',\n",
       "  '团队管理',\n",
       "  '产品设计'],\n",
       " ['IT互联网', '用户研究', '市场调研'],\n",
       " ['平台产品', '智慧城市', '产品设计', '产品规划', '用户研究', '需求挖掘'],\n",
       " ['AI人工智能产品', '数据产品', '人工智能', '智能硬件', '智慧城市', '需求管理', '用户研究', '产品规划', '团队管理'],\n",
       " ['Xmind',\n",
       "  '墨刀',\n",
       "  '电商产品',\n",
       "  '数据产品',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '原型设计',\n",
       "  '数据分析',\n",
       "  'to B',\n",
       "  'Axure'],\n",
       " ['硬件产品',\n",
       "  '电商产品',\n",
       "  'OA产品',\n",
       "  '金融产品',\n",
       "  '硬件系统集成',\n",
       "  '教育行业',\n",
       "  'to B',\n",
       "  '电子商务',\n",
       "  '物流快递',\n",
       "  '交通/运输/物流'],\n",
       " ['数据产品', '平台产品', '产品设计', '产品规划'],\n",
       " ['海外产品', '用户研究', '产品规划', '需求分析'],\n",
       " ['OA产品', 'IT互联网', 'to B'],\n",
       " ['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理'],\n",
       " ['产品规划', '产品管理', '商业产品', '产品优化', '宠物用品', '宠物行业', 'OEM/ODM管理', '采购管理', '销售方向'],\n",
       " [],\n",
       " ['供应链产品', '建材', '产品设计', '团队管理'],\n",
       " ['调度策略产品', '产品设计', '需求挖掘', '数据分析'],\n",
       " ['商业产品', 'IT互联网', '团队管理', '用户研究', '产品规划', '产品设计'],\n",
       " ['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '团队管理'],\n",
       " ['IT互联网', '产品设计', '用户研究', '需求分析', '产品规划', '交互设计'],\n",
       " ['制造业', '药物研发', '市场调研', '产品规划'],\n",
       " [],\n",
       " ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划'],\n",
       " ['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计'],\n",
       " ['AI人工智能产品', '数据产品', '工具产品', '策略产品', '推荐产品', '人工智能', '团队管理', '产品规划'],\n",
       " ['产品规划', '团队管理', 'Visio'],\n",
       " ['硬件产品', '策略产品', '商业产品', '硬件系统集成', '用户研究', '市场调研', '产品规划', '竞品分析', '团队管理'],\n",
       " ['证券类'],\n",
       " ['平台产品',\n",
       "  '调度策略产品',\n",
       "  '计算机软件',\n",
       "  '工业互联网',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '需求分析',\n",
       "  '交互设计'],\n",
       " ['AI人工智能产品',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '产品规划'],\n",
       " ['汽摩配', '储能电源', '光伏逆变器', '电动工具', 'DIY工具', '雕刻机'],\n",
       " ['商家平台产品经理', '卡券产品经理', '商家工具产品经理'],\n",
       " ['aPAAS', 'PAAS', '低代码'],\n",
       " ['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析'],\n",
       " ['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品'],\n",
       " ['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案'],\n",
       " ['AI人工智能产品', '商业产品', '工具产品', '图书馆', '人工智能', '产品设计', '市场调研', '产品规划', '团队管理'],\n",
       " ['大健康', '干细胞', '产品分析'],\n",
       " ['投资产品', '基金产品', '设计服务', '金融理财/贷款', '基金业务'],\n",
       " ['供应链产品', '国际快递', '产品规划', '需求管理', 'Visio', '团队管理'],\n",
       " ['数据产品',\n",
       "  '计算机软件',\n",
       "  'IT互联网',\n",
       "  '教育行业',\n",
       "  '化学化工',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '团队管理',\n",
       "  '数据分析'],\n",
       " ['AI人工智能产品',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '需求分析'],\n",
       " ['化妆品', '竞品分析', '团队管理', '产品规划', '市场调研'],\n",
       " ['智能硬件', '人工智能', '产品规划', '团队管理'],\n",
       " ['AI人工智能产品', '数据产品', '策略产品', '推荐产品', '工具产品', '人工智能', '团队管理', '产品规划'],\n",
       " ['B端', 'SCRM'],\n",
       " [],\n",
       " ['广告产品', '设计服务', '广告行业', '产品规划', '产品设计', '市场调研', '用户研究', '团队管理'],\n",
       " ['医疗器械', '医药', '市场营销', '客户关系', '产品经理'],\n",
       " ['工具产品',\n",
       "  '商业产品',\n",
       "  '广告产品',\n",
       "  'IT互联网',\n",
       "  '游戏行业',\n",
       "  '广告行业',\n",
       "  '产品优化',\n",
       "  '产品设计',\n",
       "  '移动端产品',\n",
       "  '交互设计'],\n",
       " ['用户研究', '交互设计', 'Axure'],\n",
       " ['数据产品',\n",
       "  '投资产品',\n",
       "  '工具产品',\n",
       "  '金融理财/贷款',\n",
       "  '设计服务',\n",
       "  'to C',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品规划',\n",
       "  '数据分析'],\n",
       " ['数据产品',\n",
       "  '工具产品',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '数据分析',\n",
       "  '团队管理',\n",
       "  '原型设计',\n",
       "  'Axure',\n",
       "  '需求分析',\n",
       "  'MindManager'],\n",
       " ['数据产品', '用户研究', '产品规划', '竞品分析', '产品优化', '需求分析', '产品设计'],\n",
       " ['SFA系统', '产品经理', '英文口语'],\n",
       " ['C端产品', '直播/视频产品', '海外社交产品', '0-1搭建经历'],\n",
       " ['推荐产品',\n",
       "  '策略产品',\n",
       "  'AI人工智能产品',\n",
       "  '算法模型产品',\n",
       "  '前端展示产品',\n",
       "  '消费品',\n",
       "  '批发/零售',\n",
       "  '化妆品',\n",
       "  '算法开发',\n",
       "  'AI应用'],\n",
       " [],\n",
       " ['AI产品',\n",
       "  '实操算法',\n",
       "  '应用场景设计',\n",
       "  'AI产品全周期管理',\n",
       "  '推荐产品',\n",
       "  '预测产品',\n",
       "  '算法模型',\n",
       "  '人工智能模型',\n",
       "  '项目统筹'],\n",
       " ['中药'],\n",
       " ['增长产品',\n",
       "  '策略产品',\n",
       "  '数据产品',\n",
       "  '智能硬件',\n",
       "  '房地产行业',\n",
       "  'IT互联网',\n",
       "  '音乐行业',\n",
       "  '家具行业',\n",
       "  '数据分析',\n",
       "  '用户研究'],\n",
       " ['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计'],\n",
       " [],\n",
       " ['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化'],\n",
       " ['产品经理', '水稻产品'],\n",
       " [],\n",
       " ['海外产品', '用户研究', '产品规划', '需求分析'],\n",
       " [],\n",
       " ['数据分析', '需求分析'],\n",
       " ['国产化', '信创', '生态产品', '云桌面'],\n",
       " ['风控产品', '平台产品', '产品设计', '团队管理'],\n",
       " ['金融产品', 'to B', 'web端产品'],\n",
       " ['电子商务', '住宿/餐饮业', '产品设计', '产品规划', '数据分析'],\n",
       " ['中台产品', '爬虫'],\n",
       " ['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划'],\n",
       " ['数据产品',\n",
       "  '计算机软件',\n",
       "  '企业服务',\n",
       "  '产品设计',\n",
       "  '竞品分析',\n",
       "  '原型设计',\n",
       "  '用户研究',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '数据分析'],\n",
       " ['新零售', '商品中心', '产品经理'],\n",
       " ['数据产品'],\n",
       " ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析'],\n",
       " [],\n",
       " [],\n",
       " ['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究'],\n",
       " ['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析'],\n",
       " [],\n",
       " ['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品'],\n",
       " ['ERP产品',\n",
       "  '工具产品',\n",
       "  'ERP系统',\n",
       "  'IT互联网',\n",
       "  '贸易/进出口',\n",
       "  '消费品',\n",
       "  '产品设计',\n",
       "  '产品优化',\n",
       "  '产品规划',\n",
       "  '需求分析'],\n",
       " ['广告产品',\n",
       "  '商业产品',\n",
       "  '策略产品',\n",
       "  '广告行业',\n",
       "  '广告营销',\n",
       "  '旅游行业',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '产品优化',\n",
       "  '数据分析'],\n",
       " ['产品规划',\n",
       "  '电商产品',\n",
       "  '供应链产品',\n",
       "  'CRM产品',\n",
       "  'ERP产品',\n",
       "  '电子商务',\n",
       "  '家电行业',\n",
       "  '消费品',\n",
       "  '批发/零售',\n",
       "  'to C'],\n",
       " [],\n",
       " ['数据产品',\n",
       "  '平台产品',\n",
       "  '工具产品',\n",
       "  '人工智能',\n",
       "  '产品设计',\n",
       "  'Axure',\n",
       "  '流程设计',\n",
       "  'Visio',\n",
       "  '墨刀',\n",
       "  '产品规划'],\n",
       " ['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理'],\n",
       " ['AI产品', '机器学习', '业务化建模', '数据标注'],\n",
       " ['原型设计', '需求分析', '物联网', 'IOT', 'AIOT'],\n",
       " [],\n",
       " ['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['产品策划'],\n",
       " ['供应链产品', 'ERP产品', '后台产品', 'to B'],\n",
       " ['策略产品', '产品规划', '市场调研'],\n",
       " [],\n",
       " ['风控产品',\n",
       "  '安全产品',\n",
       "  '工具产品',\n",
       "  '内容产品',\n",
       "  '平台产品',\n",
       "  '策略产品',\n",
       "  '电商产品',\n",
       "  '电子商务',\n",
       "  '安保行业',\n",
       "  'IT互联网'],\n",
       " ['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析'],\n",
       " ['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划'],\n",
       " ['用户研究', '产品规划', '数据分析'],\n",
       " ['产品包装',\n",
       "  '产品测试',\n",
       "  '产品卖点',\n",
       "  '渠道管理',\n",
       "  '产品管理',\n",
       "  '产品库存',\n",
       "  '竞品分析',\n",
       "  '产品规划',\n",
       "  '包装规划',\n",
       "  '新品开发'],\n",
       " ['硬件产品', '智能硬件', '硬件系统集成', '教育行业'],\n",
       " ['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理'],\n",
       " ['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计'],\n",
       " [],\n",
       " ['工具产品', '团队管理', '产品规划'],\n",
       " ['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:11:54.751146Z",
     "iopub.status.busy": "2023-05-31T12:11:54.750590Z",
     "iopub.status.idle": "2023-05-31T12:11:54.774574Z",
     "shell.execute_reply": "2023-05-31T12:11:54.773638Z",
     "shell.execute_reply.started": "2023-05-31T12:11:54.751112Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['策略产品',\n",
       " '商业产品',\n",
       " '制造业',\n",
       " '家电行业',\n",
       " '房地产行业',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '需求验证',\n",
       " '批发/零售',\n",
       " '化妆品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '护肤品产品开发',\n",
       " '化妆品研发',\n",
       " '日化品',\n",
       " '美妆产品',\n",
       " '市场洞察',\n",
       " '销售管理',\n",
       " '客户管理',\n",
       " '保险产品设计',\n",
       " '区域销售',\n",
       " '渠道销售',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '定价/竞价产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '制造业',\n",
       " '家电行业',\n",
       " '房地产行业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " '竞品分析',\n",
       " 'SQL',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '化妆品',\n",
       " 'to B',\n",
       " 'web端产品',\n",
       " 'to C',\n",
       " '消费品',\n",
       " '电子商务',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '游戏行业',\n",
       " '泌尿外科',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据挖掘',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " 'ERP产品',\n",
       " '中台产品',\n",
       " '消费品',\n",
       " 'to C',\n",
       " '品牌策划',\n",
       " 'to C',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " '平台产品',\n",
       " '批发/零售',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '增长产品',\n",
       " '数据分析',\n",
       " '临床试验',\n",
       " '临床项目管理',\n",
       " 'GCP认证',\n",
       " 'CE认证',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'powerpoint',\n",
       " 'word',\n",
       " 'Excel',\n",
       " 'PMP',\n",
       " '流程管理',\n",
       " '包食宿',\n",
       " '五险一金',\n",
       " '晋升空间大',\n",
       " '零食下午茶',\n",
       " '需求分析',\n",
       " '原型设计',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '数据分析',\n",
       " '流程管理',\n",
       " 'PMP',\n",
       " '数据产品',\n",
       " '消费品',\n",
       " '食品饮料',\n",
       " '竞品分析',\n",
       " '需求调研',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " 'B2C  ',\n",
       " '计算机软件',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '建筑软件',\n",
       " '建筑信息化',\n",
       " '建筑行业',\n",
       " 'web端产品',\n",
       " 'AI人工智能产品',\n",
       " '硬件产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '硬件产品',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " 'CRM',\n",
       " '新零售',\n",
       " '电子商务',\n",
       " 'CRM',\n",
       " '新零售',\n",
       " '电子商务',\n",
       " 'excel',\n",
       " 'word',\n",
       " '海外',\n",
       " '手游',\n",
       " '电商',\n",
       " '生产经理',\n",
       " '金融产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '金融行业',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'to B',\n",
       " '金融产品',\n",
       " '固收',\n",
       " '估值',\n",
       " '交易产品',\n",
       " '风控产品',\n",
       " '金融产品',\n",
       " '供应链产品',\n",
       " '定价/竞价产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '原型设计',\n",
       " '交互设计',\n",
       " '用户研究',\n",
       " '数据分析',\n",
       " '金融产品',\n",
       " 'to B',\n",
       " 'to C',\n",
       " '物业服务',\n",
       " '后台产品',\n",
       " 'IT互联网',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " 'Axure',\n",
       " '硬件产品',\n",
       " '通讯/网络设备',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '平台产品',\n",
       " 'SaaS系统',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '数据分析',\n",
       " 'PMP',\n",
       " '摄像机',\n",
       " '相机',\n",
       " '安防机',\n",
       " '影响设备',\n",
       " '工具产品',\n",
       " '交易产品',\n",
       " '金融产品',\n",
       " '数据产品',\n",
       " '金融行业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '智能推荐',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '中台产品',\n",
       " '增长产品',\n",
       " '客户端产品',\n",
       " 'to C',\n",
       " '移动端产品',\n",
       " '固收投研',\n",
       " '风控',\n",
       " '金融行业B端产品经',\n",
       " '社区/社交产品',\n",
       " '中期开发迭代',\n",
       " '拉新',\n",
       " '硬件产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '硬件系统集成',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '证券业',\n",
       " '金融行业',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '金融产品',\n",
       " '内容产品',\n",
       " '固定收益',\n",
       " '固收系统',\n",
       " 'Xmind',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " 'IT互联网',\n",
       " '计算机软件',\n",
       " 'Axure',\n",
       " '生物医药',\n",
       " '分析生物学',\n",
       " '体外诊断产品',\n",
       " '广告产品',\n",
       " '广告行业',\n",
       " '计算机软件',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '流程设计',\n",
       " '团队管理',\n",
       " '电商产品',\n",
       " 'SaaS产品',\n",
       " 'CRM产品',\n",
       " '电子商务',\n",
       " 'IT互联网',\n",
       " '消费品',\n",
       " 'Xmind',\n",
       " '需求分析',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '游戏',\n",
       " '旅游产品',\n",
       " 'to C',\n",
       " 'OTA',\n",
       " '英文',\n",
       " '电商产品',\n",
       " 'CRM产品',\n",
       " 'SaaS系统',\n",
       " 'CRM系统',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " 'axure',\n",
       " 'xmind',\n",
       " 'b端产品',\n",
       " '需求分析',\n",
       " '电商产品经理 ',\n",
       " 'ERP产品经理',\n",
       " '跨境电商行业',\n",
       " '交易产品',\n",
       " '金融产品',\n",
       " '工具产品',\n",
       " '金融行业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '商业产品',\n",
       " 'AI人工智能产品',\n",
       " '人工智能',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '社交产品',\n",
       " '海外产品',\n",
       " '移动端产品',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " 'AI人工智能产品',\n",
       " '中台产品',\n",
       " '交易产品',\n",
       " 'CRM系统',\n",
       " '人工智能',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '供应链产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '流程设计',\n",
       " '原型设计',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " '交易产品',\n",
       " '中台产品',\n",
       " 'AI人工智能产品',\n",
       " 'CRM系统',\n",
       " '电子商务',\n",
       " '人工智能',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '供应链产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '需求分析',\n",
       " '产品优化',\n",
       " '交互设计',\n",
       " 'Visio',\n",
       " '流程设计',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '课程产品',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '产品规划',\n",
       " '985',\n",
       " '211',\n",
       " '技术经理',\n",
       " '工具产品',\n",
       " '医药企业',\n",
       " '连锁',\n",
       " '后台产品',\n",
       " '策略产品',\n",
       " '游戏行业',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '流程设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '金融行业',\n",
       " '工具产品',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " 'MindManager',\n",
       " '墨刀',\n",
       " '工具产品',\n",
       " '工具产品',\n",
       " '交易产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '需求调研',\n",
       " '宠物电子',\n",
       " '个人护理',\n",
       " '美容仪',\n",
       " '桌面办公',\n",
       " '平板',\n",
       " '消费电子',\n",
       " '跨境电商',\n",
       " '照明类产品',\n",
       " '充电类产品',\n",
       " '生活家居用品类',\n",
       " '3C',\n",
       " '亚马逊',\n",
       " '精品',\n",
       " '商业产品',\n",
       " '计算机软件',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '原型设计',\n",
       " '安全产品',\n",
       " '数据产品',\n",
       " '信息安全',\n",
       " 'to C',\n",
       " '电子/半导体/集成电路',\n",
       " '金融行业',\n",
       " '教育行业',\n",
       " '产品设计',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '电商产品',\n",
       " '跨境电商',\n",
       " '电子商务',\n",
       " '团队管理',\n",
       " 'to B',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " '需求挖掘',\n",
       " '原型设计',\n",
       " '产品规划',\n",
       " 'to B',\n",
       " 'to B',\n",
       " 'ppt',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '需求挖掘',\n",
       " '团队管理',\n",
       " '需求调研',\n",
       " '项目管理',\n",
       " '跨部门沟通',\n",
       " '项目开发',\n",
       " '供应链产品',\n",
       " '电子商务',\n",
       " 'to B',\n",
       " '电商产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '交互设计',\n",
       " '策略产品',\n",
       " 'axure',\n",
       " '产品设计',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " 'o2o',\n",
       " 'ppt',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'ppt',\n",
       " '需求分析',\n",
       " '语音产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '社交产品',\n",
       " 'ppt',\n",
       " 'axure',\n",
       " 'visio',\n",
       " '硬件产品',\n",
       " '产品规划',\n",
       " '云平台',\n",
       " '软硬件集成',\n",
       " '从0到1的规划产品',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '数据产品',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '策略产品',\n",
       " '化妆品',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '临床项目管理',\n",
       " 'CRA',\n",
       " '抗肿瘤药',\n",
       " '市场推广',\n",
       " '市场调研分析',\n",
       " '市场策划',\n",
       " '活动策划',\n",
       " '平台产品',\n",
       " '智慧城市',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品分析',\n",
       " '产品设计',\n",
       " '产品开发',\n",
       " '产品推广',\n",
       " '工具产品',\n",
       " '养老机构',\n",
       " '人工智能',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '竞品分析',\n",
       " '需求挖掘',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '交互设计',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " 'IT互联网',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '交互设计',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '智能硬件',\n",
       " '计算机软件',\n",
       " '智慧城市',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " 'IT互联网',\n",
       " 'SaaS系统',\n",
       " '通讯/网络设备',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求调研',\n",
       " '市场调研',\n",
       " '移动端产品',\n",
       " '需求分析',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '交互设计',\n",
       " '流程设计',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '数据产品',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '计算机软件',\n",
       " '智慧城市',\n",
       " '金融理财/贷款',\n",
       " '金融行业',\n",
       " '医疗',\n",
       " '大健康',\n",
       " '慢病',\n",
       " '治未病',\n",
       " '专科医生',\n",
       " '执业医师证',\n",
       " '医学产品',\n",
       " '电子商务',\n",
       " '家具设计',\n",
       " '产品规划',\n",
       " '欧美风格',\n",
       " '轻奢风格',\n",
       " '实木家具',\n",
       " '板木家具',\n",
       " '软体家具',\n",
       " '智能硬件',\n",
       " '房地产行业',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '投资产品',\n",
       " '皮革/纺织/服装',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '交互设计',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " 'ERP产品',\n",
       " 'CRM产品',\n",
       " '中台产品',\n",
       " '后台产品',\n",
       " 'CRM系统',\n",
       " 'to C',\n",
       " 'to B',\n",
       " 'ERP系统',\n",
       " '科研/技术服务',\n",
       " '产品设计',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '需求调研',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '交互设计',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '皮革/纺织/服装',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '流程设计',\n",
       " '交互设计',\n",
       " '团队管理',\n",
       " '产品经理',\n",
       " 'MCS系统',\n",
       " 'B2B报价系统',\n",
       " '通讯/网络设备',\n",
       " 'SaaS系统',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求调研',\n",
       " '需求分析',\n",
       " '移动端产品',\n",
       " 'Axure',\n",
       " '用户研究',\n",
       " '工具产品',\n",
       " '资讯产品',\n",
       " '供应链产品',\n",
       " '财务产品',\n",
       " '医疗行业',\n",
       " '医院',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '后台产品',\n",
       " '制造业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " 'CRM产品',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " '工具产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " 'to C',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '交互设计',\n",
       " 'OA产品',\n",
       " '供应链产品',\n",
       " '财务产品',\n",
       " '工具产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " 'erp',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '风控产品',\n",
       " '策略产品',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '传感器',\n",
       " '模拟芯片',\n",
       " '数字芯片',\n",
       " '信号测量',\n",
       " '雷达配套',\n",
       " '无线通信',\n",
       " '仪器设备',\n",
       " '工具产品',\n",
       " '移动端产品',\n",
       " '计算机软件',\n",
       " '团队管理',\n",
       " '产品经理',\n",
       " '智能硬件产品',\n",
       " '智能硬件',\n",
       " '车载产品',\n",
       " '行车记录仪',\n",
       " '数据产品经理',\n",
       " '数据可视化',\n",
       " '大数据平台',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '软件开发',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " '海外产品',\n",
       " 'to C',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '安全产品',\n",
       " '数据产品',\n",
       " '信息安全',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '工具产品',\n",
       " '商业化产品',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '客户端产品',\n",
       " 'IT互联网',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " 'OA产品',\n",
       " 'OA系统',\n",
       " '产品规划',\n",
       " '需求调研',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " 'MindManager',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '数据产品',\n",
       " 'b端产品',\n",
       " '内容产品',\n",
       " '财务产品',\n",
       " 'AI人工智能产品',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " '硬件产品',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " 'SaaS系统',\n",
       " '人工智能',\n",
       " '物流快递',\n",
       " '汽车行业',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '跨境电商',\n",
       " 'ERP系统',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " '支付产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '数据分析',\n",
       " '财务产品',\n",
       " 'to B',\n",
       " '智能载荷',\n",
       " '视觉感知系统',\n",
       " '无人驾驶',\n",
       " '采购',\n",
       " '物流快递',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '数据产品',\n",
       " '基金产品',\n",
       " '投资产品',\n",
       " '工具产品',\n",
       " '金融理财/贷款',\n",
       " '设计服务',\n",
       " 'to C',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '平台产品',\n",
       " '消费品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '产品优化',\n",
       " '数据分析',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '工业互联网',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '产品经理',\n",
       " 'B端产品经理',\n",
       " '平台产品',\n",
       " '中台产品',\n",
       " 'SaaS产品',\n",
       " 'SaaS系统',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '流程设计',\n",
       " 'to C',\n",
       " '移动端产品',\n",
       " 'IT互联网',\n",
       " '云网编排',\n",
       " '电信',\n",
       " '跨境电商',\n",
       " '采购',\n",
       " '消费品',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '电商产品',\n",
       " '海外产品',\n",
       " '电子商务',\n",
       " 'to C',\n",
       " '策略产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '通讯/网络设备',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to B',\n",
       " ...]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\r\n",
    "PM_labels_list = [j for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist() for j in i]\r\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:12:07.189177Z",
     "iopub.status.busy": "2023-05-31T12:12:07.188632Z",
     "iopub.status.idle": "2023-05-31T12:12:07.222261Z",
     "shell.execute_reply": "2023-05-31T12:12:07.221431Z",
     "shell.execute_reply.started": "2023-05-31T12:12:07.189144Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('连锁', 1),\n",
       " ('积木', 1),\n",
       " ('B2B报价系统', 1),\n",
       " ('AI人工智能产品', 19),\n",
       " ('中期开发迭代', 1),\n",
       " ('宠物行业', 1),\n",
       " ('医院', 1),\n",
       " ('泌尿外科', 1),\n",
       " ('图文打印/复印', 1),\n",
       " ('EAM系统', 1),\n",
       " ('养老机构', 1),\n",
       " ('预测产品', 1),\n",
       " ('ppt', 6),\n",
       " ('推荐算法', 1),\n",
       " ('需求说明', 1),\n",
       " ('战略规划咨询', 1),\n",
       " ('电商产品', 18),\n",
       " ('汽车行业', 4),\n",
       " ('数字芯片', 1),\n",
       " ('金融产品', 12),\n",
       " ('建筑软件', 1),\n",
       " ('电商产品经理 ', 1),\n",
       " ('智慧园区', 1),\n",
       " ('建筑信息化', 1),\n",
       " ('aPAAS', 1),\n",
       " ('增长黑客', 1),\n",
       " ('活性物', 1),\n",
       " ('流程管理', 2),\n",
       " ('AI应用', 1),\n",
       " ('雷达配套', 1),\n",
       " ('竞品分析', 28),\n",
       " ('支付行业', 1),\n",
       " ('API设计', 1),\n",
       " ('相机', 1),\n",
       " ('AI产品全周期管理', 1),\n",
       " ('活动策划', 2),\n",
       " ('固收投研', 1),\n",
       " ('SFA系统', 1),\n",
       " ('旅游行业', 1),\n",
       " ('数据分析', 49),\n",
       " ('抗肿瘤药', 1),\n",
       " ('组织发展', 1),\n",
       " ('新品上市', 1),\n",
       " ('axure', 9),\n",
       " ('装修装饰', 1),\n",
       " ('低代码', 1),\n",
       " ('渠道策划', 1),\n",
       " ('药物研发', 2),\n",
       " ('AI产品', 3),\n",
       " ('B端产品', 1),\n",
       " ('SQL', 1),\n",
       " ('无人驾驶', 1),\n",
       " ('母婴', 1),\n",
       " ('神外', 1),\n",
       " ('人工智能模型', 1),\n",
       " ('储能电源', 1),\n",
       " ('能源管理', 1),\n",
       " ('人才发展', 1),\n",
       " ('医学产品', 1),\n",
       " ('家电行业', 3),\n",
       " ('团队管理', 75),\n",
       " ('无线通信', 1),\n",
       " ('图书馆', 1),\n",
       " ('b端产品', 3),\n",
       " ('生产经理', 1),\n",
       " ('to B', 35),\n",
       " ('to C', 25),\n",
       " ('市场洞察', 1),\n",
       " ('消费品', 11),\n",
       " ('保健品', 1),\n",
       " ('信息化管理', 1),\n",
       " ('B2C  ', 1),\n",
       " ('批发/零售', 8),\n",
       " ('五险一金', 1),\n",
       " ('支付产品', 2),\n",
       " ('保险产品设计', 1),\n",
       " ('语音产品', 1),\n",
       " ('OTA', 1),\n",
       " ('工具产品', 41),\n",
       " ('消费者研究', 2),\n",
       " ('信息化项目', 1),\n",
       " ('需求管理', 13),\n",
       " ('市场调研分析', 2),\n",
       " ('数据产品', 50),\n",
       " ('手游', 1),\n",
       " ('ERP产品', 5),\n",
       " ('家具设计', 1),\n",
       " ('视觉感知系统', 1),\n",
       " ('新零售', 5),\n",
       " ('IT互联网', 47),\n",
       " ('需求验证', 1),\n",
       " ('商家平台产品经理', 1),\n",
       " ('项目开发', 1),\n",
       " ('宠物电子', 1),\n",
       " ('HRIS', 2),\n",
       " ('电商系统', 1),\n",
       " ('市场拓展', 1),\n",
       " ('风控产品', 4),\n",
       " ('大数据', 1),\n",
       " ('商品管理', 1),\n",
       " ('MCS系统', 1),\n",
       " ('商品运营', 1),\n",
       " ('xmind', 6),\n",
       " ('规划', 1),\n",
       " ('化妆品原料', 1),\n",
       " ('医疗设备/器械', 1),\n",
       " ('汽摩配', 1),\n",
       " ('调度策略产品', 4),\n",
       " ('B端产品经理', 1),\n",
       " ('国际快递', 1),\n",
       " ('产品推广', 1),\n",
       " ('医生', 1),\n",
       " ('项目管理', 3),\n",
       " ('无人机', 1),\n",
       " ('Excel', 1),\n",
       " ('农林牧渔业', 1),\n",
       " ('产品设计', 145),\n",
       " ('powerpoint', 1),\n",
       " ('产品分析', 2),\n",
       " ('投资产品', 13),\n",
       " ('证券业', 1),\n",
       " ('OEM/ODM管理', 2),\n",
       " ('大健康', 2),\n",
       " ('基金业务', 1),\n",
       " ('市场营销', 2),\n",
       " ('人力资源经验', 1),\n",
       " ('酒店行业', 1),\n",
       " ('云网编排', 1),\n",
       " ('erp', 1),\n",
       " ('SaaS产品', 9),\n",
       " ('商业化产品', 1),\n",
       " ('泛娱乐', 1),\n",
       " ('基金产品', 2),\n",
       " ('综合服务平台', 1),\n",
       " ('CRM', 2),\n",
       " ('研讨会', 1),\n",
       " ('广告行业', 5),\n",
       " ('化妆品研发', 1),\n",
       " ('洗护产品', 1),\n",
       " ('AIOT', 1),\n",
       " ('平板', 1),\n",
       " ('照明类产品', 1),\n",
       " ('原型设计', 23),\n",
       " ('护肤品产品开发', 1),\n",
       " ('私域增长', 1),\n",
       " ('轻奢风格', 1),\n",
       " ('医药行业', 1),\n",
       " ('人工智能', 19),\n",
       " ('干细胞', 1),\n",
       " ('电商', 2),\n",
       " ('日化品', 1),\n",
       " ('架构设计', 3),\n",
       " ('乙方公司背景', 1),\n",
       " ('电力', 1),\n",
       " ('从0到1的规划产品', 1),\n",
       " ('产品运营', 1),\n",
       " ('新品开发', 1),\n",
       " ('保险行业', 1),\n",
       " ('美妆', 1),\n",
       " ('visio', 8),\n",
       " ('物联感知云', 1),\n",
       " ('excel', 1),\n",
       " ('市场调研', 35),\n",
       " ('应用场景设计', 1),\n",
       " ('信息安全', 2),\n",
       " ('C端产品', 2),\n",
       " ('PS', 1),\n",
       " ('Visio', 10),\n",
       " ('PAAS', 1),\n",
       " ('财务产品', 5),\n",
       " ('GCP认证', 1),\n",
       " ('社区/社交产品', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('金融行业B端产品经', 1),\n",
       " ('定价/竞价产品', 3),\n",
       " ('零食下午茶', 1),\n",
       " ('游戏产品', 1),\n",
       " ('充电类产品', 1),\n",
       " ('估值', 1),\n",
       " ('产品规划', 142),\n",
       " ('激光雷达', 1),\n",
       " ('内容产品', 4),\n",
       " ('客户关系', 1),\n",
       " ('建材', 1),\n",
       " ('业务化建模', 1),\n",
       " ('0-1搭建经历', 1),\n",
       " ('PMP', 3),\n",
       " ('信号测量', 1),\n",
       " ('影响设备', 1),\n",
       " ('实木家具', 1),\n",
       " ('车载产品', 1),\n",
       " ('渠道分析', 1),\n",
       " ('PPT', 1),\n",
       " ('课程产品', 1),\n",
       " ('EHR系统', 1),\n",
       " ('采购', 3),\n",
       " ('CRM软件', 1),\n",
       " ('客户关系管理系统', 1),\n",
       " ('供应链产品', 22),\n",
       " ('爆品', 2),\n",
       " ('交互设计', 23),\n",
       " ('用户增长', 1),\n",
       " ('医药', 1),\n",
       " ('经销渠道管理', 1),\n",
       " ('库存管理', 1),\n",
       " ('家具行业', 1),\n",
       " ('护肤品', 1),\n",
       " ('客户管理', 1),\n",
       " ('农业', 1),\n",
       " ('模拟芯片', 1),\n",
       " ('智能硬件', 12),\n",
       " ('游戏', 1),\n",
       " ('玩具', 1),\n",
       " ('SaaS系统', 10),\n",
       " ('医疗器械', 1),\n",
       " ('SPSS', 1),\n",
       " ('商品中心', 1),\n",
       " ('产品企划', 2),\n",
       " ('OA产品', 4),\n",
       " ('社交产品', 4),\n",
       " ('中台产品', 15),\n",
       " ('硬件系统集成', 10),\n",
       " ('生活家居用品类', 1),\n",
       " ('医疗行业', 5),\n",
       " ('爬虫', 1),\n",
       " ('桌面办公', 1),\n",
       " ('安保行业', 1),\n",
       " ('策略产品', 26),\n",
       " ('数据可视化', 1),\n",
       " ('市场分析', 1),\n",
       " ('软硬件集成', 1),\n",
       " ('区域销售', 1),\n",
       " ('用户中心', 1),\n",
       " ('房地产行业', 4),\n",
       " ('生态产品', 1),\n",
       " ('物业服务', 1),\n",
       " ('云桌面', 1),\n",
       " ('海外产品', 6),\n",
       " ('皮革/纺织/服装', 2),\n",
       " ('电子/半导体/集成电路', 1),\n",
       " ('板木家具', 1),\n",
       " ('CRM系统', 6),\n",
       " ('商家工具产品经理', 1),\n",
       " ('无销售性质', 1),\n",
       " ('直播/视频产品', 1),\n",
       " ('智能载荷', 1),\n",
       " ('品牌策划', 1),\n",
       " ('拉新', 1),\n",
       " ('物流产品规划', 1),\n",
       " ('DIY工具', 1),\n",
       " ('SCRM', 1),\n",
       " ('硬件产品', 15),\n",
       " ('雕刻机', 1),\n",
       " ('电动工具', 1),\n",
       " ('移动端产品', 13),\n",
       " ('医药企业', 1),\n",
       " ('金融理财/贷款', 6),\n",
       " ('海外', 1),\n",
       " ('IT/互联网/软件', 1),\n",
       " ('自动化行业', 1),\n",
       " ('住宿/餐饮业', 1),\n",
       " ('产品卖点', 1),\n",
       " ('Axure', 20),\n",
       " ('固收系统', 1),\n",
       " ('传感器', 1),\n",
       " ('亚马逊', 1),\n",
       " ('英文口语', 1),\n",
       " ('企业服务', 1),\n",
       " ('电网', 1),\n",
       " ('软体家具', 1),\n",
       " ('CRM产品', 6),\n",
       " ('python', 1),\n",
       " ('需求调研', 12),\n",
       " ('供应链系统', 1),\n",
       " ('个人护理', 1),\n",
       " ('IOT', 1),\n",
       " ('水稻产品', 1),\n",
       " ('3C', 1),\n",
       " ('广告产品', 5),\n",
       " ('实操算法', 1),\n",
       " ('临床项目管理', 2),\n",
       " ('无人机载荷', 1),\n",
       " ('仪器设备', 1),\n",
       " ('EHS系统', 1),\n",
       " ('宠物用品', 1),\n",
       " ('用户研究', 80),\n",
       " ('智能推荐', 1),\n",
       " ('建筑行业', 1),\n",
       " ('潮玩', 1),\n",
       " ('CRA', 1),\n",
       " ('休闲食品', 1),\n",
       " ('智能硬件产品', 1),\n",
       " ('ERP产品经理', 1),\n",
       " ('推荐产品', 6),\n",
       " ('大客户', 1),\n",
       " ('产品管理', 3),\n",
       " ('日化', 1),\n",
       " ('电子商务', 22),\n",
       " ('区块链', 1),\n",
       " ('机器学习', 2),\n",
       " ('精品', 1),\n",
       " ('医疗', 1),\n",
       " ('治未病', 1),\n",
       " ('售前支持', 1),\n",
       " ('回归算法', 1),\n",
       " ('包装规划', 1),\n",
       " ('数据标注', 1),\n",
       " ('word', 2),\n",
       " ('财务/审计/税务', 1),\n",
       " ('跨境电商', 6),\n",
       " ('美妆产品', 1),\n",
       " ('销售管理', 1),\n",
       " ('风控', 1),\n",
       " ('算法模型', 1),\n",
       " ('软件开发', 1),\n",
       " ('中药', 1),\n",
       " ('Xmind', 6),\n",
       " ('产品策略', 1),\n",
       " ('软件行业', 1),\n",
       " ('客户端产品', 8),\n",
       " ('算法开发', 1),\n",
       " ('o2o', 1),\n",
       " ('产品包装', 1),\n",
       " ('平台产品', 20),\n",
       " ('后台产品', 7),\n",
       " ('智慧城市', 7),\n",
       " ('消费电子', 1),\n",
       " ('固定收益', 1),\n",
       " ('211', 1),\n",
       " ('金融行业', 12),\n",
       " ('科研/技术服务', 2),\n",
       " ('临床试验', 1),\n",
       " ('O2O', 2),\n",
       " ('增长产品', 3),\n",
       " ('人力资源服务', 1),\n",
       " ('制造业', 7),\n",
       " ('安全产品', 4),\n",
       " ('产品开发', 3),\n",
       " ('食品饮料', 1),\n",
       " ('游戏行业', 6),\n",
       " ('设计服务', 5),\n",
       " ('需求确认', 1),\n",
       " ('市场推广', 3),\n",
       " ('物流快递', 5),\n",
       " ('摄像机', 1),\n",
       " ('产品经理', 12),\n",
       " ('信创', 2),\n",
       " ('贸易/进出口', 1),\n",
       " ('AI产品方案', 1),\n",
       " ('资讯产品', 1),\n",
       " ('直播', 1),\n",
       " ('晋升空间大', 1),\n",
       " ('绿色能源', 1),\n",
       " ('化学化工', 1),\n",
       " ('国产化', 2),\n",
       " ('墨刀', 3),\n",
       " ('云平台', 1),\n",
       " ('B端', 1),\n",
       " ('通讯/网络设备', 5),\n",
       " ('计算机软件', 20),\n",
       " ('行车记录仪', 1),\n",
       " ('ERP系统', 4),\n",
       " ('渠道销售', 1),\n",
       " ('采购管理', 1),\n",
       " ('产品策划', 3),\n",
       " ('需求挖掘', 8),\n",
       " ('广告营销', 1),\n",
       " ('产品测试', 1),\n",
       " ('大数据平台', 1),\n",
       " ('证券类', 1),\n",
       " ('电信', 1),\n",
       " ('生物医药', 1),\n",
       " ('专科医生', 1),\n",
       " ('碳排放', 1),\n",
       " ('安防机', 1),\n",
       " ('交易产品', 7),\n",
       " ('985', 1),\n",
       " ('人力资源系统', 1),\n",
       " ('音乐行业', 1),\n",
       " ('欧美风格', 1),\n",
       " ('销售方向', 1),\n",
       " ('OA系统', 1),\n",
       " ('商业产品', 23),\n",
       " ('英文', 1),\n",
       " ('AI', 1),\n",
       " ('物联网', 2),\n",
       " ('交通/运输/物流', 3),\n",
       " ('市场策划', 2),\n",
       " ('to G', 1),\n",
       " ('CE认证', 1),\n",
       " ('中东', 1),\n",
       " ('HRM系统', 1),\n",
       " ('化工行业', 1),\n",
       " ('前端展示产品', 1),\n",
       " ('算法模型产品', 1),\n",
       " ('工业互联网', 3),\n",
       " ('服务业', 1),\n",
       " ('化妆品', 7),\n",
       " ('分析生物学', 1),\n",
       " ('产品研发', 1),\n",
       " ('人力资源数字化', 1),\n",
       " ('教育行业', 5),\n",
       " ('技术经理', 1),\n",
       " ('渠道管理', 1),\n",
       " ('产品库存', 1),\n",
       " ('固收', 1),\n",
       " ('体外诊断产品', 1),\n",
       " ('产品优化', 47),\n",
       " ('咨询项目', 1),\n",
       " ('美容仪', 1),\n",
       " ('项目统筹', 1),\n",
       " ('执业医师证', 1),\n",
       " ('e2e ', 1),\n",
       " ('web端产品', 6),\n",
       " ('流程设计', 22),\n",
       " ('旅游产品', 1),\n",
       " ('跨境电商行业', 1),\n",
       " ('英语', 1),\n",
       " ('卡券产品经理', 1),\n",
       " ('数据挖掘', 2),\n",
       " ('海外社交产品', 1),\n",
       " ('包食宿', 1),\n",
       " ('MindManager', 3),\n",
       " ('二次元在研', 1),\n",
       " ('慢病', 1),\n",
       " ('需求分析', 62),\n",
       " ('跨部门沟通', 1),\n",
       " ('光伏逆变器', 1),\n",
       " ('光学相机', 1)]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\r\n",
    "[(i,PM_labels_list.count(i)) for i in set(PM_labels_list)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:12:24.772266Z",
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       " ('物流快递', 5),\n",
       " ('摄像机', 1),\n",
       " ('产品经理', 12),\n",
       " ('信创', 2),\n",
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       " ('直播', 1),\n",
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       " ('云平台', 1),\n",
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       " ('通讯/网络设备', 5),\n",
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       " ('证券类', 1),\n",
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       " ('to G', 1),\n",
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       " ('工业互联网', 3),\n",
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       " ('产品优化', 47),\n",
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       " ('执业医师证', 1),\n",
       " ('e2e ', 1),\n",
       " ('web端产品', 6),\n",
       " ('流程设计', 22),\n",
       " ('旅游产品', 1),\n",
       " ('跨境电商行业', 1),\n",
       " ('英语', 1),\n",
       " ('卡券产品经理', 1),\n",
       " ('数据挖掘', 2),\n",
       " ('海外社交产品', 1),\n",
       " ('包食宿', 1),\n",
       " ('MindManager', 3),\n",
       " ('二次元在研', 1),\n",
       " ('慢病', 1),\n",
       " ('需求分析', 62),\n",
       " ('跨部门沟通', 1),\n",
       " ('光伏逆变器', 1),\n",
       " ('光学相机', 1)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据处理\r\n",
    "PM_labels_words = [(i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\r\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:16:30.436632Z",
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     "shell.execute_reply.started": "2023-05-31T12:16:30.436600Z"
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    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证']\",\n",
       "       \"['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究', '护肤品产品开发', '化妆品研发', '日化品', '美妆产品']\",\n",
       "       \"['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道销售']\",\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地产行业', '产品设计', '产品规划', '团队管理', '用户研究']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]', \"['web端产品']\",\n",
       "       \"['to C', '消费品', '电子商务']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计']\",\n",
       "       \"['游戏行业']\", '[]', '[]', \"['泌尿外科']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\", '[]',\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       \"['to C']\", '[]', '[]', \"['商品管理', '产品企划', '商品运营']\", '[]',\n",
       "       \"['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C']\", \"['品牌策划']\",\n",
       "       '[]', \"['to C']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究']\",\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", \"['数据分析']\", '[]',\n",
       "       \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['axure', 'visio', 'powerpoint', 'word', 'Excel']\",\n",
       "       \"['PMP', '流程管理']\", \"['包食宿', '五险一金', '晋升空间大', '零食下午茶']\", \"['需求分析']\",\n",
       "       \"['原型设计', '需求调研', '产品规划', '需求管理']\", \"['数据分析']\", \"['流程管理', 'PMP']\",\n",
       "       \"['数据产品', '消费品', '食品饮料', '竞品分析', '需求调研', '市场调研', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['B2C  ']\",\n",
       "       \"['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['数据产品', '硬件产品']\", '[]',\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\",\n",
       "       \"['CRM', '新零售', '电子商务']\", \"['CRM', '新零售', '电子商务']\",\n",
       "       \"['excel', 'word']\", '[]', \"['海外', '手游', '电商']\", \"['生产经理']\",\n",
       "       \"['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['金融产品']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '数据分析']\",\n",
       "       \"['金融产品', 'to B', 'to C']\", '[]',\n",
       "       \"['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure']\",\n",
       "       \"['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['平台产品', 'SaaS系统', '产品设计', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['数据分析', 'PMP']\", \"['摄像机', '相机', '安防机', '影响设备']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['固收投研', '风控', '金融行业B端产品经']\", \"['社区/社交产品', '中期开发迭代', '拉新']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       '[]', \"['固定收益', '固收系统']\",\n",
       "       \"['Xmind', '原型设计', '需求分析', '产品设计', 'IT互联网', '计算机软件', 'Axure']\",\n",
       "       \"['生物医药', '分析生物学', '体外诊断产品']\",\n",
       "       \"['广告产品', '广告行业', '计算机软件', '游戏行业', '产品设计', '数据分析', '流程设计', '团队管理']\",\n",
       "       \"['电商产品', 'SaaS产品', 'CRM产品', '电子商务', 'IT互联网', '消费品', 'Xmind', '需求分析']\",\n",
       "       \"['商业产品', '产品规划']\", \"['游戏']\", \"['旅游产品', 'to C', 'OTA', '英文']\",\n",
       "       \"['电商产品', 'CRM产品', 'SaaS系统', 'CRM系统', 'to C', 'to B', '产品设计', '产品规划', '数据分析', '产品优化']\",\n",
       "       \"['产品规划', '团队管理', '产品优化', '市场调研']\",\n",
       "       \"['axure', 'xmind', 'b端产品', '需求分析']\",\n",
       "       \"['电商产品经理 ', 'ERP产品经理', '跨境电商行业']\",\n",
       "       \"['交易产品', '金融产品', '工具产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['商业产品', 'AI人工智能产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       '[]',\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '流程设计', '原型设计', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['电商产品', '后台产品', '交易产品', '中台产品', 'AI人工智能产品', 'CRM系统', '电子商务', '人工智能', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '需求分析', '产品优化', '交互设计', 'Visio', '流程设计', '数据分析']\",\n",
       "       \"['产品设计', '数据分析', '课程产品']\", \"['硬件产品', '硬件系统集成', '产品规划']\",\n",
       "       \"['985', '211', '技术经理']\", \"['工具产品']\", \"['医药企业', '连锁']\",\n",
       "       \"['后台产品', '策略产品', '游戏行业', '计算机软件', '产品优化', '产品设计', '流程设计', '数据分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '产品设计', 'Axure', '需求分析', '金融行业', '工具产品', '竞品分析', 'to B', 'MindManager', '墨刀']\",\n",
       "       '[]', \"['工具产品']\", \"['工具产品']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', \"['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']\",\n",
       "       \"['跨境电商', '照明类产品', '充电类产品', '生活家居用品类']\", \"['3C', '亚马逊', '精品']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']\",\n",
       "       \"['工具产品', 'IT互联网', '产品设计', '用户研究', '产品规划', '原型设计']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', 'to C', '电子/半导体/集成电路', '金融行业', '教育行业', '产品设计']\",\n",
       "       \"['产品设计', '数据分析']\", \"['电商产品', '跨境电商', '电子商务', '团队管理']\", '[]',\n",
       "       \"['to B']\",\n",
       "       \"['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']\",\n",
       "       \"['to B']\", \"['to B']\", \"['ppt']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发']\",\n",
       "       \"['供应链产品', '电子商务', 'to B']\",\n",
       "       \"['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '用户研究', '产品规划', '交互设计']\",\n",
       "       \"['策略产品']\",\n",
       "       \"['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析']\",\n",
       "       \"['产品设计', '需求分析']\", \"['产品设计', 'axure', 'visio', 'ppt', '需求分析']\",\n",
       "       \"['语音产品', '产品规划', '产品设计', '竞品分析', '社交产品']\", '[]',\n",
       "       \"['ppt', 'axure', 'visio', '硬件产品']\",\n",
       "       \"['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']\",\n",
       "       \"['axure', 'visio', 'xmind']\", \"['数据分析', '需求分析', '数据产品']\",\n",
       "       \"['产品设计']\", \"['数据分析']\",\n",
       "       \"['策略产品', '化妆品', '团队管理', '产品优化', '产品设计', '产品规划']\",\n",
       "       \"['临床项目管理', 'CRA', '抗肿瘤药']\", \"['市场推广', '市场调研分析', '市场策划', '活动策划']\",\n",
       "       \"['平台产品', '智慧城市', '产品规划', '产品设计', '需求分析', '用户研究', '团队管理']\",\n",
       "       \"['产品分析', '产品设计', '产品开发', '产品推广']\",\n",
       "       \"['工具产品', '养老机构', '人工智能', '产品设计', '产品规划', '用户研究', '产品优化', '竞品分析', '需求挖掘']\",\n",
       "       '[]',\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['IT互联网']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['产品设计', '产品规划', '金融产品', '投资产品', 'IT互联网', '智能硬件', '计算机软件', '智慧城市', '金融行业', '金融理财/贷款']\",\n",
       "       \"['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', 'Axure', '需求调研', '市场调研', '移动端产品', '需求分析']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '交互设计', '流程设计', '竞品分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '数据产品', '金融产品', '投资产品', 'IT互联网', '计算机软件', '智慧城市', '金融理财/贷款', '金融行业']\",\n",
       "       \"['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']\",\n",
       "       \"['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']\",\n",
       "       \"['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['投资产品', '皮革/纺织/服装', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['ERP产品', 'CRM产品', '中台产品', '后台产品', 'CRM系统', 'to C', 'to B', 'ERP系统', '科研/技术服务', '产品设计']\",\n",
       "       \"['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['投资产品', 'IT互联网', '皮革/纺织/服装', '产品设计', '产品规划', '竞品分析', '流程设计', '交互设计', '团队管理']\",\n",
       "       \"['产品经理', 'MCS系统', 'B2B报价系统']\",\n",
       "       \"['通讯/网络设备', 'SaaS系统', 'IT互联网', '产品规划', '产品设计', '需求调研', '需求分析', '移动端产品', 'Axure', '用户研究']\",\n",
       "       \"['工具产品', '资讯产品', '供应链产品', '财务产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']\",\n",
       "       \"['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']\",\n",
       "       \"['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计']\",\n",
       "       \"['OA产品', '供应链产品', '财务产品', '工具产品', 'IT互联网', '产品设计', '产品规划', '用户研究', '交互设计', '需求分析']\",\n",
       "       \"['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析']\",\n",
       "       \"['用户研究', '产品设计']\", \"['数据分析']\",\n",
       "       \"['风控产品', '策略产品', '金融产品', '投资产品', '金融行业', '金融理财/贷款', '需求分析', '产品设计', '产品优化', '团队管理']\",\n",
       "       \"['传感器', '模拟芯片', '数字芯片']\", \"['信号测量', '雷达配套', '无线通信', '仪器设备']\",\n",
       "       \"['工具产品', '移动端产品']\", \"['计算机软件', '团队管理']\",\n",
       "       \"['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']\", '[]', '[]',\n",
       "       \"['数据产品经理', '数据可视化', '大数据平台']\", \"['数据产品', '商业产品', '产品规划']\", '[]',\n",
       "       \"['数据产品', '商业产品', '产品规划']\", \"['数据分析', '软件开发']\",\n",
       "       \"['客户端产品', '数据产品', '海外产品', 'to C', '产品优化', '用户研究', '数据分析', '团队管理', '需求管理', '产品设计']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', '产品设计', '产品规划']\", \"['工具产品', '商业化产品']\",\n",
       "       \"['数据分析']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']\",\n",
       "       \"['OA产品', 'OA系统', '产品规划', '需求调研', '产品优化', '市场调研', '产品设计', 'MindManager', 'Visio', 'Axure']\",\n",
       "       \"['数据产品', 'b端产品', '内容产品']\",\n",
       "       \"['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['硬件产品', '工具产品', '数据产品', '硬件系统集成', '智能硬件', 'SaaS系统', '人工智能', '物流快递', '汽车行业', 'to B']\",\n",
       "       \"['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']\",\n",
       "       \"['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B']\",\n",
       "       \"['智能载荷', '视觉感知系统', '无人驾驶']\",\n",
       "       \"['采购', '物流快递', '团队管理', '产品设计', '需求管理']\",\n",
       "       \"['数据产品', '基金产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '产品规划', '用户研究']\",\n",
       "       \"['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品设计', '市场调研', '产品优化', '数据分析']\",\n",
       "       \"['Visio', 'Axure', '工业互联网']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['产品经理', 'B端产品经理']\",\n",
       "       \"['平台产品', '中台产品', 'SaaS产品', 'SaaS系统', 'to B', '产品设计', '产品规划', '用户研究', '产品优化', '流程设计']\",\n",
       "       \"['to C', '移动端产品', 'IT互联网']\", \"['云网编排', '电信']\",\n",
       "       \"['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C']\",\n",
       "       \"['策略产品', '商业产品', 'IT互联网', '通讯/网络设备', '市场调研', '产品设计', '产品规划', '团队管理', '产品优化', '用户研究']\",\n",
       "       \"['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']\",\n",
       "       \"['数据产品', '批发/零售', '医疗行业', '制造业', '产品规划', '用户研究', '交互设计', '产品设计', '数据分析']\",\n",
       "       \"['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']\",\n",
       "       \"['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']\",\n",
       "       \"['数据产品', '产品设计', '用户研究', '产品规划', '团队管理']\", '[]',\n",
       "       \"['支付产品', '平台产品', '支付行业', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究']\",\n",
       "       \"['物联感知云', '物联网', '大数据']\", \"['智慧城市']\", \"['综合服务平台', 'API设计']\",\n",
       "       \"['区块链', '电子商务', '游戏行业', 'to B', 'to C', '电商产品', '游戏产品']\", '[]',\n",
       "       \"['人力资源经验', 'HRIS', 'EHR系统', '组织发展', '人才发展', '产品经理', '人力资源系统']\",\n",
       "       '[]', '[]',\n",
       "       \"['智慧城市', '产品设计', '产品规划', '原型设计', '产品优化', '需求分析', '竞品分析', '团队管理']\",\n",
       "       \"['客户端产品', '电商产品', '工具产品', '广告产品', '酒店行业', '广告行业', '新零售', 'SaaS系统', '批发/零售', '产品设计']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '产品优化', '原型设计']\",\n",
       "       \"['电力', '电网', '智慧园区']\",\n",
       "       \"['客户端产品', '工具产品', '计算机软件', '产品设计', '交互设计', '原型设计', '产品规划', '用户研究', '需求分析', 'Axure']\",\n",
       "       \"['数据产品', '策略产品', '医疗设备/器械', '医疗行业', '产品设计', '产品规划', '竞品分析', '用户研究', '产品优化', '需求挖掘']\",\n",
       "       \"['中台产品', '产品规划', '产品设计', 'to C', '用户中心']\", \"['电商产品', 'SaaS产品']\",\n",
       "       \"['产品经理', '泛娱乐', '直播', '社交产品', '中东']\",\n",
       "       \"['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计']\",\n",
       "       \"['医疗行业', '信息化管理', '产品设计', '产品研发', '产品规划']\",\n",
       "       \"['供应链产品', '跨境电商', '物流产品规划', '库存管理']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品规划', '需求管理', '产品设计']\",\n",
       "       \"['无人机', '无人机载荷', '激光雷达', '光学相机']\",\n",
       "       \"['产品规划', '需求分析', '需求调研', '医疗行业']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       '[]',\n",
       "       \"['工具产品', 'IT互联网', 'to B', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究', '交互设计', '团队管理']\",\n",
       "       \"['策略产品', '商业产品', '数据产品', '装修装饰', '数据分析', '数据挖掘']\", '[]',\n",
       "       \"['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']\",\n",
       "       \"['平台产品', '产品规划', '市场调研']\",\n",
       "       \"['工具产品', '客户端产品', '计算机软件', '产品设计', '交互设计', '用户研究', '原型设计', '产品规划', '需求分析', 'Axure']\",\n",
       "       '[]', \"['需求调研', '产品规划', '需求分析', '产品设计', '汽车行业']\",\n",
       "       \"['SaaS产品', 'to C', '用户研究', '产品规划', '竞品分析', '市场调研', '移动端产品', 'web端产品', '计算机软件']\",\n",
       "       \"['原型设计', '数据产品', '需求分析', '产品设计', '流程设计', '项目管理', 'python']\", '[]',\n",
       "       \"['供应链产品', '电商产品', '批发/零售', '团队管理', '产品设计']\", '[]',\n",
       "       \"['平台产品', '数据产品', '计算机软件', '产品设计', '产品优化', '用户研究', '需求分析', '产品规划', '交互设计', '竞品分析']\",\n",
       "       \"['采购', '产品设计']\", \"['制造业', '药物研发', '产品规划', '市场调研']\",\n",
       "       \"['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品']\", '[]',\n",
       "       \"['商业产品', '数据产品', 'to C', 'to B', 'web端产品', '用户研究', '产品设计', '产品规划', '移动端产品', '市场调研']\",\n",
       "       \"['数据产品', '平台产品', '数据分析', '产品规划', '用户研究', '需求分析', '产品设计']\",\n",
       "       \"['安全产品', '需求管理', '团队管理', '产品设计']\",\n",
       "       \"['产品经理', '化妆品', 'OEM/ODM管理', '日化', '洗护产品']\",\n",
       "       \"['产品设计', '数据分析', '团队管理']\", '[]',\n",
       "       \"['硬件产品', '海外产品', '人工智能', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '需求分析', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '图文打印/复印', '自动化行业', '保险行业', '计算机软件']\",\n",
       "       \"['供应链产品', '硬件产品', 'IT互联网', '智能硬件', '金融行业', '电子商务', '移动端产品', '产品优化', '用户研究']\",\n",
       "       \"['数据产品', 'Xmind', 'SPSS', '需求分析', 'to B', '产品设计', 'Axure', 'Visio']\",\n",
       "       '[]', \"['竞品分析', '战略规划咨询', '消费者研究']\",\n",
       "       \"['计算机软件', '财务/审计/税务', '产品规划', '产品设计', '需求说明', '用户研究', 'Xmind', 'Axure', 'Visio']\",\n",
       "       \"['电子商务', '产品规划', 'to C', '供应链产品']\",\n",
       "       \"['平台产品', '客户端产品', '数据产品', 'IT互联网', '团队管理', '用户研究', '产品设计', '产品优化', '市场调研', '产品规划']\",\n",
       "       \"['供应链系统', '电商系统']\", '[]', \"['产品设计', '用户研究']\",\n",
       "       \"['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\",\n",
       "       \"['产品规划', '市场调研', '产品设计', 'to B', 'to G']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '团队管理', '用户研究', '产品设计', '需求分析', '市场调研']\",\n",
       "       \"['信创', '国产化', '规划', '产品规划']\",\n",
       "       \"['原型设计', '产品设计', 'Axure', 'SaaS产品', 'IT互联网', 'to B', '移动端产品', 'web端产品', '需求分析', '流程设计']\",\n",
       "       '[]', '[]', \"['工具产品', '策略产品', '医药行业', '市场调研', '产品规划']\",\n",
       "       \"['设计服务', '产品规划', '市场调研', '用户研究', '团队管理', '产品设计']\",\n",
       "       \"['供应链产品', '工具产品', '平台产品', '电商产品', 'SaaS系统', '电子商务', '农林牧渔业', '农业', '团队管理', '产品设计']\",\n",
       "       \"['IT互联网', '用户研究', '市场调研']\",\n",
       "       \"['平台产品', '智慧城市', '产品设计', '产品规划', '用户研究', '需求挖掘']\",\n",
       "       \"['AI人工智能产品', '数据产品', '人工智能', '智能硬件', '智慧城市', '需求管理', '用户研究', '产品规划', '团队管理']\",\n",
       "       \"['Xmind', '墨刀', '电商产品', '数据产品', '产品规划', '产品设计', '原型设计', '数据分析', 'to B', 'Axure']\",\n",
       "       \"['硬件产品', '电商产品', 'OA产品', '金融产品', '硬件系统集成', '教育行业', 'to B', '电子商务', '物流快递', '交通/运输/物流']\",\n",
       "       \"['数据产品', '平台产品', '产品设计', '产品规划']\",\n",
       "       \"['海外产品', '用户研究', '产品规划', '需求分析']\", \"['OA产品', 'IT互联网', 'to B']\",\n",
       "       \"['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']\",\n",
       "       \"['产品规划', '产品管理', '商业产品', '产品优化', '宠物用品', '宠物行业', 'OEM/ODM管理', '采购管理', '销售方向']\",\n",
       "       '[]', \"['供应链产品', '建材', '产品设计', '团队管理']\",\n",
       "       \"['调度策略产品', '产品设计', '需求挖掘', '数据分析']\",\n",
       "       \"['商业产品', 'IT互联网', '团队管理', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '团队管理']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '需求分析', '产品规划', '交互设计']\",\n",
       "       \"['制造业', '药物研发', '市场调研', '产品规划']\", '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '工具产品', '策略产品', '推荐产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '团队管理', 'Visio']\",\n",
       "       \"['硬件产品', '策略产品', '商业产品', '硬件系统集成', '用户研究', '市场调研', '产品规划', '竞品分析', '团队管理']\",\n",
       "       \"['证券类']\",\n",
       "       \"['平台产品', '调度策略产品', '计算机软件', '工业互联网', '产品设计', '产品规划', '产品优化', '团队管理', '需求分析', '交互设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       \"['汽摩配', '储能电源', '光伏逆变器', '电动工具', 'DIY工具', '雕刻机']\",\n",
       "       \"['商家平台产品经理', '卡券产品经理', '商家工具产品经理']\", \"['aPAAS', 'PAAS', '低代码']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析']\",\n",
       "       \"['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品']\",\n",
       "       \"['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案']\",\n",
       "       \"['AI人工智能产品', '商业产品', '工具产品', '图书馆', '人工智能', '产品设计', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['大健康', '干细胞', '产品分析']\",\n",
       "       \"['投资产品', '基金产品', '设计服务', '金融理财/贷款', '基金业务']\",\n",
       "       \"['供应链产品', '国际快递', '产品规划', '需求管理', 'Visio', '团队管理']\",\n",
       "       \"['数据产品', '计算机软件', 'IT互联网', '教育行业', '化学化工', '用户研究', '产品设计', '产品规划', '团队管理', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['化妆品', '竞品分析', '团队管理', '产品规划', '市场调研']\",\n",
       "       \"['智能硬件', '人工智能', '产品规划', '团队管理']\",\n",
       "       \"['AI人工智能产品', '数据产品', '策略产品', '推荐产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['B端', 'SCRM']\", '[]',\n",
       "       \"['广告产品', '设计服务', '广告行业', '产品规划', '产品设计', '市场调研', '用户研究', '团队管理']\",\n",
       "       \"['医疗器械', '医药', '市场营销', '客户关系', '产品经理']\",\n",
       "       \"['工具产品', '商业产品', '广告产品', 'IT互联网', '游戏行业', '广告行业', '产品优化', '产品设计', '移动端产品', '交互设计']\",\n",
       "       \"['用户研究', '交互设计', 'Axure']\",\n",
       "       \"['数据产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '用户研究', '产品规划', '数据分析']\",\n",
       "       \"['数据产品', '工具产品', '产品设计', '产品规划', '数据分析', '团队管理', '原型设计', 'Axure', '需求分析', 'MindManager']\",\n",
       "       \"['数据产品', '用户研究', '产品规划', '竞品分析', '产品优化', '需求分析', '产品设计']\",\n",
       "       \"['SFA系统', '产品经理', '英文口语']\",\n",
       "       \"['C端产品', '直播/视频产品', '海外社交产品', '0-1搭建经历']\",\n",
       "       \"['推荐产品', '策略产品', 'AI人工智能产品', '算法模型产品', '前端展示产品', '消费品', '批发/零售', '化妆品', '算法开发', 'AI应用']\",\n",
       "       '[]',\n",
       "       \"['AI产品', '实操算法', '应用场景设计', 'AI产品全周期管理', '推荐产品', '预测产品', '算法模型', '人工智能模型', '项目统筹']\",\n",
       "       \"['中药']\",\n",
       "       \"['增长产品', '策略产品', '数据产品', '智能硬件', '房地产行业', 'IT互联网', '音乐行业', '家具行业', '数据分析', '用户研究']\",\n",
       "       \"['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计']\", '[]',\n",
       "       \"['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化']\", \"['产品经理', '水稻产品']\", '[]',\n",
       "       \"['海外产品', '用户研究', '产品规划', '需求分析']\", '[]', \"['数据分析', '需求分析']\",\n",
       "       \"['国产化', '信创', '生态产品', '云桌面']\", \"['风控产品', '平台产品', '产品设计', '团队管理']\",\n",
       "       \"['金融产品', 'to B', 'web端产品']\",\n",
       "       \"['电子商务', '住宿/餐饮业', '产品设计', '产品规划', '数据分析']\", \"['中台产品', '爬虫']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['数据产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', '[]',\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', \"['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']\",\n",
       "       \"['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['AI产品', '机器学习', '业务化建模', '数据标注']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]', '[]', '[]', \"['产品策划']\", \"['供应链产品', 'ERP产品', '后台产品', 'to B']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\", '[]',\n",
       "       \"['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\",\n",
       "       \"['用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\",\n",
       "       \"['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']\",\n",
       "       \"['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']\",\n",
       "       '[]', \"['工具产品', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分组分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:18:48.508262Z",
     "iopub.status.busy": "2023-05-31T12:18:48.507618Z",
     "iopub.status.idle": "2023-05-31T12:18:48.516178Z",
     "shell.execute_reply": "2023-05-31T12:18:48.515239Z",
     "shell.execute_reply.started": "2023-05-31T12:18:48.508229Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '团队管理', '需求验证']\",\n",
       "       \"['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究', '护肤品产品开发', '化妆品研发', '日化品', '美妆产品']\",\n",
       "       \"['市场洞察', '销售管理', '客户管理', '保险产品设计', '区域销售', '渠道销售']\",\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地产行业', '产品设计', '产品规划', '团队管理', '用户研究']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]', \"['web端产品']\",\n",
       "       \"['to C', '消费品', '电子商务']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计']\",\n",
       "       \"['游戏行业']\", '[]', '[]', \"['泌尿外科']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\", '[]',\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       \"['to C']\", '[]', '[]', \"['商品管理', '产品企划', '商品运营']\", '[]',\n",
       "       \"['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C']\", \"['品牌策划']\",\n",
       "       '[]', \"['to C']\", \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       \"['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究']\",\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", \"['增长产品']\", \"['数据分析']\", '[]',\n",
       "       \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['axure', 'visio', 'powerpoint', 'word', 'Excel']\",\n",
       "       \"['PMP', '流程管理']\", \"['包食宿', '五险一金', '晋升空间大', '零食下午茶']\", \"['需求分析']\",\n",
       "       \"['原型设计', '需求调研', '产品规划', '需求管理']\", \"['数据分析']\", \"['流程管理', 'PMP']\",\n",
       "       \"['数据产品', '消费品', '食品饮料', '竞品分析', '需求调研', '市场调研', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['B2C  ']\",\n",
       "       \"['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['数据产品', '硬件产品']\", '[]',\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\",\n",
       "       \"['CRM', '新零售', '电子商务']\", \"['CRM', '新零售', '电子商务']\",\n",
       "       \"['excel', 'word']\", '[]', \"['海外', '手游', '电商']\", \"['生产经理']\",\n",
       "       \"['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['金融产品']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '数据分析']\",\n",
       "       \"['金融产品', 'to B', 'to C']\", '[]',\n",
       "       \"['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure']\",\n",
       "       \"['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['平台产品', 'SaaS系统', '产品设计', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['数据分析', 'PMP']\", \"['摄像机', '相机', '安防机', '影响设备']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['固收投研', '风控', '金融行业B端产品经']\", \"['社区/社交产品', '中期开发迭代', '拉新']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       '[]', \"['固定收益', '固收系统']\",\n",
       "       \"['Xmind', '原型设计', '需求分析', '产品设计', 'IT互联网', '计算机软件', 'Axure']\",\n",
       "       \"['生物医药', '分析生物学', '体外诊断产品']\",\n",
       "       \"['广告产品', '广告行业', '计算机软件', '游戏行业', '产品设计', '数据分析', '流程设计', '团队管理']\",\n",
       "       \"['电商产品', 'SaaS产品', 'CRM产品', '电子商务', 'IT互联网', '消费品', 'Xmind', '需求分析']\",\n",
       "       \"['商业产品', '产品规划']\", \"['游戏']\", \"['旅游产品', 'to C', 'OTA', '英文']\",\n",
       "       \"['电商产品', 'CRM产品', 'SaaS系统', 'CRM系统', 'to C', 'to B', '产品设计', '产品规划', '数据分析', '产品优化']\",\n",
       "       \"['产品规划', '团队管理', '产品优化', '市场调研']\",\n",
       "       \"['axure', 'xmind', 'b端产品', '需求分析']\",\n",
       "       \"['电商产品经理 ', 'ERP产品经理', '跨境电商行业']\",\n",
       "       \"['交易产品', '金融产品', '工具产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['商业产品', 'AI人工智能产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       '[]',\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '流程设计', '原型设计', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['电商产品', '后台产品', '交易产品', '中台产品', 'AI人工智能产品', 'CRM系统', '电子商务', '人工智能', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '需求分析', '产品优化', '交互设计', 'Visio', '流程设计', '数据分析']\",\n",
       "       \"['产品设计', '数据分析', '课程产品']\", \"['硬件产品', '硬件系统集成', '产品规划']\",\n",
       "       \"['985', '211', '技术经理']\", \"['工具产品']\", \"['医药企业', '连锁']\",\n",
       "       \"['后台产品', '策略产品', '游戏行业', '计算机软件', '产品优化', '产品设计', '流程设计', '数据分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '产品设计', 'Axure', '需求分析', '金融行业', '工具产品', '竞品分析', 'to B', 'MindManager', '墨刀']\",\n",
       "       '[]', \"['工具产品']\", \"['工具产品']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', \"['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']\",\n",
       "       \"['跨境电商', '照明类产品', '充电类产品', '生活家居用品类']\", \"['3C', '亚马逊', '精品']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']\",\n",
       "       \"['工具产品', 'IT互联网', '产品设计', '用户研究', '产品规划', '原型设计']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', 'to C', '电子/半导体/集成电路', '金融行业', '教育行业', '产品设计']\",\n",
       "       \"['产品设计', '数据分析']\", \"['电商产品', '跨境电商', '电子商务', '团队管理']\", '[]',\n",
       "       \"['to B']\",\n",
       "       \"['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']\",\n",
       "       \"['to B']\", \"['to B']\", \"['ppt']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发']\",\n",
       "       \"['供应链产品', '电子商务', 'to B']\",\n",
       "       \"['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '用户研究', '产品规划', '交互设计']\",\n",
       "       \"['策略产品']\",\n",
       "       \"['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析']\",\n",
       "       \"['产品设计', '需求分析']\", \"['产品设计', 'axure', 'visio', 'ppt', '需求分析']\",\n",
       "       \"['语音产品', '产品规划', '产品设计', '竞品分析', '社交产品']\", '[]',\n",
       "       \"['ppt', 'axure', 'visio', '硬件产品']\",\n",
       "       \"['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']\",\n",
       "       \"['axure', 'visio', 'xmind']\", \"['数据分析', '需求分析', '数据产品']\",\n",
       "       \"['产品设计']\", \"['数据分析']\",\n",
       "       \"['策略产品', '化妆品', '团队管理', '产品优化', '产品设计', '产品规划']\",\n",
       "       \"['临床项目管理', 'CRA', '抗肿瘤药']\", \"['市场推广', '市场调研分析', '市场策划', '活动策划']\",\n",
       "       \"['平台产品', '智慧城市', '产品规划', '产品设计', '需求分析', '用户研究', '团队管理']\",\n",
       "       \"['产品分析', '产品设计', '产品开发', '产品推广']\",\n",
       "       \"['工具产品', '养老机构', '人工智能', '产品设计', '产品规划', '用户研究', '产品优化', '竞品分析', '需求挖掘']\",\n",
       "       '[]',\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['IT互联网']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['产品设计', '产品规划', '金融产品', '投资产品', 'IT互联网', '智能硬件', '计算机软件', '智慧城市', '金融行业', '金融理财/贷款']\",\n",
       "       \"['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', 'Axure', '需求调研', '市场调研', '移动端产品', '需求分析']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '交互设计', '流程设计', '竞品分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '数据产品', '金融产品', '投资产品', 'IT互联网', '计算机软件', '智慧城市', '金融理财/贷款', '金融行业']\",\n",
       "       \"['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']\",\n",
       "       \"['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']\",\n",
       "       \"['智能硬件', '房地产行业', '汽车行业', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['投资产品', '皮革/纺织/服装', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['ERP产品', 'CRM产品', '中台产品', '后台产品', 'CRM系统', 'to C', 'to B', 'ERP系统', '科研/技术服务', '产品设计']\",\n",
       "       \"['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研']\",\n",
       "       \"['投资产品', 'IT互联网', '产品设计', '产品规划', '流程设计', '交互设计', '竞品分析', '团队管理']\",\n",
       "       \"['投资产品', 'IT互联网', '皮革/纺织/服装', '产品设计', '产品规划', '竞品分析', '流程设计', '交互设计', '团队管理']\",\n",
       "       \"['产品经理', 'MCS系统', 'B2B报价系统']\",\n",
       "       \"['通讯/网络设备', 'SaaS系统', 'IT互联网', '产品规划', '产品设计', '需求调研', '需求分析', '移动端产品', 'Axure', '用户研究']\",\n",
       "       \"['工具产品', '资讯产品', '供应链产品', '财务产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']\",\n",
       "       \"['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']\",\n",
       "       \"['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计']\",\n",
       "       \"['OA产品', '供应链产品', '财务产品', '工具产品', 'IT互联网', '产品设计', '产品规划', '用户研究', '交互设计', '需求分析']\",\n",
       "       \"['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析']\",\n",
       "       \"['用户研究', '产品设计']\", \"['数据分析']\",\n",
       "       \"['风控产品', '策略产品', '金融产品', '投资产品', '金融行业', '金融理财/贷款', '需求分析', '产品设计', '产品优化', '团队管理']\",\n",
       "       \"['传感器', '模拟芯片', '数字芯片']\", \"['信号测量', '雷达配套', '无线通信', '仪器设备']\",\n",
       "       \"['工具产品', '移动端产品']\", \"['计算机软件', '团队管理']\",\n",
       "       \"['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']\", '[]', '[]',\n",
       "       \"['数据产品经理', '数据可视化', '大数据平台']\", \"['数据产品', '商业产品', '产品规划']\", '[]',\n",
       "       \"['数据产品', '商业产品', '产品规划']\", \"['数据分析', '软件开发']\",\n",
       "       \"['客户端产品', '数据产品', '海外产品', 'to C', '产品优化', '用户研究', '数据分析', '团队管理', '需求管理', '产品设计']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', '产品设计', '产品规划']\", \"['工具产品', '商业化产品']\",\n",
       "       \"['数据分析']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']\",\n",
       "       \"['OA产品', 'OA系统', '产品规划', '需求调研', '产品优化', '市场调研', '产品设计', 'MindManager', 'Visio', 'Axure']\",\n",
       "       \"['数据产品', 'b端产品', '内容产品']\",\n",
       "       \"['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['硬件产品', '工具产品', '数据产品', '硬件系统集成', '智能硬件', 'SaaS系统', '人工智能', '物流快递', '汽车行业', 'to B']\",\n",
       "       \"['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']\",\n",
       "       \"['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B']\",\n",
       "       \"['智能载荷', '视觉感知系统', '无人驾驶']\",\n",
       "       \"['采购', '物流快递', '团队管理', '产品设计', '需求管理']\",\n",
       "       \"['数据产品', '基金产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '产品规划', '用户研究']\",\n",
       "       \"['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品设计', '市场调研', '产品优化', '数据分析']\",\n",
       "       \"['Visio', 'Axure', '工业互联网']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['产品经理', 'B端产品经理']\",\n",
       "       \"['平台产品', '中台产品', 'SaaS产品', 'SaaS系统', 'to B', '产品设计', '产品规划', '用户研究', '产品优化', '流程设计']\",\n",
       "       \"['to C', '移动端产品', 'IT互联网']\", \"['云网编排', '电信']\",\n",
       "       \"['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C']\",\n",
       "       \"['策略产品', '商业产品', 'IT互联网', '通讯/网络设备', '市场调研', '产品设计', '产品规划', '团队管理', '产品优化', '用户研究']\",\n",
       "       \"['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']\",\n",
       "       \"['数据产品', '批发/零售', '医疗行业', '制造业', '产品规划', '用户研究', '交互设计', '产品设计', '数据分析']\",\n",
       "       \"['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']\",\n",
       "       \"['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']\",\n",
       "       \"['数据产品', '产品设计', '用户研究', '产品规划', '团队管理']\", '[]',\n",
       "       \"['支付产品', '平台产品', '支付行业', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究']\",\n",
       "       \"['物联感知云', '物联网', '大数据']\", \"['智慧城市']\", \"['综合服务平台', 'API设计']\",\n",
       "       \"['区块链', '电子商务', '游戏行业', 'to B', 'to C', '电商产品', '游戏产品']\", '[]',\n",
       "       \"['人力资源经验', 'HRIS', 'EHR系统', '组织发展', '人才发展', '产品经理', '人力资源系统']\",\n",
       "       '[]', '[]',\n",
       "       \"['智慧城市', '产品设计', '产品规划', '原型设计', '产品优化', '需求分析', '竞品分析', '团队管理']\",\n",
       "       \"['客户端产品', '电商产品', '工具产品', '广告产品', '酒店行业', '广告行业', '新零售', 'SaaS系统', '批发/零售', '产品设计']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '产品优化', '原型设计']\",\n",
       "       \"['电力', '电网', '智慧园区']\",\n",
       "       \"['客户端产品', '工具产品', '计算机软件', '产品设计', '交互设计', '原型设计', '产品规划', '用户研究', '需求分析', 'Axure']\",\n",
       "       \"['数据产品', '策略产品', '医疗设备/器械', '医疗行业', '产品设计', '产品规划', '竞品分析', '用户研究', '产品优化', '需求挖掘']\",\n",
       "       \"['中台产品', '产品规划', '产品设计', 'to C', '用户中心']\", \"['电商产品', 'SaaS产品']\",\n",
       "       \"['产品经理', '泛娱乐', '直播', '社交产品', '中东']\",\n",
       "       \"['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计']\",\n",
       "       \"['医疗行业', '信息化管理', '产品设计', '产品研发', '产品规划']\",\n",
       "       \"['供应链产品', '跨境电商', '物流产品规划', '库存管理']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品规划', '需求管理', '产品设计']\",\n",
       "       \"['无人机', '无人机载荷', '激光雷达', '光学相机']\",\n",
       "       \"['产品规划', '需求分析', '需求调研', '医疗行业']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       '[]',\n",
       "       \"['工具产品', 'IT互联网', 'to B', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究', '交互设计', '团队管理']\",\n",
       "       \"['策略产品', '商业产品', '数据产品', '装修装饰', '数据分析', '数据挖掘']\", '[]',\n",
       "       \"['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']\",\n",
       "       \"['平台产品', '产品规划', '市场调研']\",\n",
       "       \"['工具产品', '客户端产品', '计算机软件', '产品设计', '交互设计', '用户研究', '原型设计', '产品规划', '需求分析', 'Axure']\",\n",
       "       '[]', \"['需求调研', '产品规划', '需求分析', '产品设计', '汽车行业']\",\n",
       "       \"['SaaS产品', 'to C', '用户研究', '产品规划', '竞品分析', '市场调研', '移动端产品', 'web端产品', '计算机软件']\",\n",
       "       \"['原型设计', '数据产品', '需求分析', '产品设计', '流程设计', '项目管理', 'python']\", '[]',\n",
       "       \"['供应链产品', '电商产品', '批发/零售', '团队管理', '产品设计']\", '[]',\n",
       "       \"['平台产品', '数据产品', '计算机软件', '产品设计', '产品优化', '用户研究', '需求分析', '产品规划', '交互设计', '竞品分析']\",\n",
       "       \"['采购', '产品设计']\", \"['制造业', '药物研发', '产品规划', '市场调研']\",\n",
       "       \"['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品']\", '[]',\n",
       "       \"['商业产品', '数据产品', 'to C', 'to B', 'web端产品', '用户研究', '产品设计', '产品规划', '移动端产品', '市场调研']\",\n",
       "       \"['数据产品', '平台产品', '数据分析', '产品规划', '用户研究', '需求分析', '产品设计']\",\n",
       "       \"['安全产品', '需求管理', '团队管理', '产品设计']\",\n",
       "       \"['产品经理', '化妆品', 'OEM/ODM管理', '日化', '洗护产品']\",\n",
       "       \"['产品设计', '数据分析', '团队管理']\", '[]',\n",
       "       \"['硬件产品', '海外产品', '人工智能', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '需求分析', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '图文打印/复印', '自动化行业', '保险行业', '计算机软件']\",\n",
       "       \"['供应链产品', '硬件产品', 'IT互联网', '智能硬件', '金融行业', '电子商务', '移动端产品', '产品优化', '用户研究']\",\n",
       "       \"['数据产品', 'Xmind', 'SPSS', '需求分析', 'to B', '产品设计', 'Axure', 'Visio']\",\n",
       "       '[]', \"['竞品分析', '战略规划咨询', '消费者研究']\",\n",
       "       \"['计算机软件', '财务/审计/税务', '产品规划', '产品设计', '需求说明', '用户研究', 'Xmind', 'Axure', 'Visio']\",\n",
       "       \"['电子商务', '产品规划', 'to C', '供应链产品']\",\n",
       "       \"['平台产品', '客户端产品', '数据产品', 'IT互联网', '团队管理', '用户研究', '产品设计', '产品优化', '市场调研', '产品规划']\",\n",
       "       \"['供应链系统', '电商系统']\", '[]', \"['产品设计', '用户研究']\",\n",
       "       \"['需求分析', '移动端产品', '用户研究', '需求调研', '市场调研', '交互设计']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\",\n",
       "       \"['产品规划', '市场调研', '产品设计', 'to B', 'to G']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '团队管理', '用户研究', '产品设计', '需求分析', '市场调研']\",\n",
       "       \"['信创', '国产化', '规划', '产品规划']\",\n",
       "       \"['原型设计', '产品设计', 'Axure', 'SaaS产品', 'IT互联网', 'to B', '移动端产品', 'web端产品', '需求分析', '流程设计']\",\n",
       "       '[]', '[]', \"['工具产品', '策略产品', '医药行业', '市场调研', '产品规划']\",\n",
       "       \"['设计服务', '产品规划', '市场调研', '用户研究', '团队管理', '产品设计']\",\n",
       "       \"['供应链产品', '工具产品', '平台产品', '电商产品', 'SaaS系统', '电子商务', '农林牧渔业', '农业', '团队管理', '产品设计']\",\n",
       "       \"['IT互联网', '用户研究', '市场调研']\",\n",
       "       \"['平台产品', '智慧城市', '产品设计', '产品规划', '用户研究', '需求挖掘']\",\n",
       "       \"['AI人工智能产品', '数据产品', '人工智能', '智能硬件', '智慧城市', '需求管理', '用户研究', '产品规划', '团队管理']\",\n",
       "       \"['Xmind', '墨刀', '电商产品', '数据产品', '产品规划', '产品设计', '原型设计', '数据分析', 'to B', 'Axure']\",\n",
       "       \"['硬件产品', '电商产品', 'OA产品', '金融产品', '硬件系统集成', '教育行业', 'to B', '电子商务', '物流快递', '交通/运输/物流']\",\n",
       "       \"['数据产品', '平台产品', '产品设计', '产品规划']\",\n",
       "       \"['海外产品', '用户研究', '产品规划', '需求分析']\", \"['OA产品', 'IT互联网', 'to B']\",\n",
       "       \"['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']\",\n",
       "       \"['产品规划', '产品管理', '商业产品', '产品优化', '宠物用品', '宠物行业', 'OEM/ODM管理', '采购管理', '销售方向']\",\n",
       "       '[]', \"['供应链产品', '建材', '产品设计', '团队管理']\",\n",
       "       \"['调度策略产品', '产品设计', '需求挖掘', '数据分析']\",\n",
       "       \"['商业产品', 'IT互联网', '团队管理', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '团队管理']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '需求分析', '产品规划', '交互设计']\",\n",
       "       \"['制造业', '药物研发', '市场调研', '产品规划']\", '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '工具产品', '策略产品', '推荐产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '团队管理', 'Visio']\",\n",
       "       \"['硬件产品', '策略产品', '商业产品', '硬件系统集成', '用户研究', '市场调研', '产品规划', '竞品分析', '团队管理']\",\n",
       "       \"['证券类']\",\n",
       "       \"['平台产品', '调度策略产品', '计算机软件', '工业互联网', '产品设计', '产品规划', '产品优化', '团队管理', '需求分析', '交互设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       \"['汽摩配', '储能电源', '光伏逆变器', '电动工具', 'DIY工具', '雕刻机']\",\n",
       "       \"['商家平台产品经理', '卡券产品经理', '商家工具产品经理']\", \"['aPAAS', 'PAAS', '低代码']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析']\",\n",
       "       \"['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品']\",\n",
       "       \"['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案']\",\n",
       "       \"['AI人工智能产品', '商业产品', '工具产品', '图书馆', '人工智能', '产品设计', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['大健康', '干细胞', '产品分析']\",\n",
       "       \"['投资产品', '基金产品', '设计服务', '金融理财/贷款', '基金业务']\",\n",
       "       \"['供应链产品', '国际快递', '产品规划', '需求管理', 'Visio', '团队管理']\",\n",
       "       \"['数据产品', '计算机软件', 'IT互联网', '教育行业', '化学化工', '用户研究', '产品设计', '产品规划', '团队管理', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['化妆品', '竞品分析', '团队管理', '产品规划', '市场调研']\",\n",
       "       \"['智能硬件', '人工智能', '产品规划', '团队管理']\",\n",
       "       \"['AI人工智能产品', '数据产品', '策略产品', '推荐产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['B端', 'SCRM']\", '[]',\n",
       "       \"['广告产品', '设计服务', '广告行业', '产品规划', '产品设计', '市场调研', '用户研究', '团队管理']\",\n",
       "       \"['医疗器械', '医药', '市场营销', '客户关系', '产品经理']\",\n",
       "       \"['工具产品', '商业产品', '广告产品', 'IT互联网', '游戏行业', '广告行业', '产品优化', '产品设计', '移动端产品', '交互设计']\",\n",
       "       \"['用户研究', '交互设计', 'Axure']\",\n",
       "       \"['数据产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '用户研究', '产品规划', '数据分析']\",\n",
       "       \"['数据产品', '工具产品', '产品设计', '产品规划', '数据分析', '团队管理', '原型设计', 'Axure', '需求分析', 'MindManager']\",\n",
       "       \"['数据产品', '用户研究', '产品规划', '竞品分析', '产品优化', '需求分析', '产品设计']\",\n",
       "       \"['SFA系统', '产品经理', '英文口语']\",\n",
       "       \"['C端产品', '直播/视频产品', '海外社交产品', '0-1搭建经历']\",\n",
       "       \"['推荐产品', '策略产品', 'AI人工智能产品', '算法模型产品', '前端展示产品', '消费品', '批发/零售', '化妆品', '算法开发', 'AI应用']\",\n",
       "       '[]',\n",
       "       \"['AI产品', '实操算法', '应用场景设计', 'AI产品全周期管理', '推荐产品', '预测产品', '算法模型', '人工智能模型', '项目统筹']\",\n",
       "       \"['中药']\",\n",
       "       \"['增长产品', '策略产品', '数据产品', '智能硬件', '房地产行业', 'IT互联网', '音乐行业', '家具行业', '数据分析', '用户研究']\",\n",
       "       \"['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计']\", '[]',\n",
       "       \"['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化']\", \"['产品经理', '水稻产品']\", '[]',\n",
       "       \"['海外产品', '用户研究', '产品规划', '需求分析']\", '[]', \"['数据分析', '需求分析']\",\n",
       "       \"['国产化', '信创', '生态产品', '云桌面']\", \"['风控产品', '平台产品', '产品设计', '团队管理']\",\n",
       "       \"['金融产品', 'to B', 'web端产品']\",\n",
       "       \"['电子商务', '住宿/餐饮业', '产品设计', '产品规划', '数据分析']\", \"['中台产品', '爬虫']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '策略产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '需求分析', '产品规划', '数据分析']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['数据产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', '[]',\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       '[]', \"['产品经理', '积木', '玩具', '潮玩', '产品企划', '市场分析', '产品规划', '爆品']\",\n",
       "       \"['ERP产品', '工具产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '产品规划', '需求分析']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', 'Visio', '墨刀', '产品规划']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '竞品分析', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['AI产品', '机器学习', '业务化建模', '数据标注']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]', '[]', '[]', \"['产品策划']\", \"['供应链产品', 'ERP产品', '后台产品', 'to B']\",\n",
       "       \"['策略产品', '产品规划', '市场调研']\", '[]',\n",
       "       \"['风控产品', '安全产品', '工具产品', '内容产品', '平台产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['休闲食品', '新品上市', '市场调研', '渠道分析', '消费者研究', '活动策划']\",\n",
       "       \"['用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\",\n",
       "       \"['工具产品', '产品设计', '需求分析', '需求管理', '原型设计', '流程设计', '需求确认', '团队管理']\",\n",
       "       \"['产品设计', '架构设计', '供应链产品', '中台产品', '产品规划', '电子商务', 'to B', '需求分析', '流程设计']\",\n",
       "       '[]', \"['工具产品', '团队管理', '产品规划']\",\n",
       "       \"['产品规划', '产品设计', '团队管理', '用户研究', 'Xmind', 'Visio', 'Axure']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:23:26.336221Z",
     "iopub.status.busy": "2023-05-31T12:23:26.335052Z",
     "iopub.status.idle": "2023-05-31T12:23:26.356941Z",
     "shell.execute_reply": "2023-05-31T12:23:26.356005Z",
     "shell.execute_reply.started": "2023-05-31T12:23:26.336185Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 可视化词云图\r\n",
    "from pyecharts import options as opts\r\n",
    "from pyecharts.charts import WordCloud\r\n",
    "from pyecharts.globals import SymbolType\r\n",
    "\r\n",
    "\r\n",
    "c = (\r\n",
    "    WordCloud()\r\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\r\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\r\n",
    "    .render(\"labels_wordcloud_diamond.html\")\r\n",
    ")\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分组分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-31T12:23:50.224796Z",
     "iopub.status.busy": "2023-05-31T12:23:50.224005Z",
     "iopub.status.idle": "2023-05-31T12:23:50.244795Z",
     "shell.execute_reply": "2023-05-31T12:23:50.243706Z",
     "shell.execute_reply.started": "2023-05-31T12:23:50.224735Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">大专</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>4</td>\n",
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       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
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       "      <th>5000-10000人</th>\n",
       "      <td>4</td>\n",
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       "      <th rowspan=\"5\" valign=\"top\">大专及以上</th>\n",
       "      <th>1-49人</th>\n",
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       "      <th>100-499人</th>\n",
       "      <td>3</td>\n",
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       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">学历不限</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>5</td>\n",
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       "      <th>10000人以上</th>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">本科</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">本科及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>16</td>\n",
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       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">硕士</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>5</td>\n",
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       "      <td>1</td>\n",
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       "      <th>2000-5000人</th>\n",
       "      <td>2</td>\n",
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       "      <td>2</td>\n",
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       "      <th>500-999人</th>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">硕士及以上</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">统招本科</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    comp.compName\n",
       "job.requireEduLevel comp.compScale               \n",
       "大专                  1-49人                       7\n",
       "                    100-499人                    4\n",
       "                    1000-2000人                  1\n",
       "                    2000-5000人                  1\n",
       "                    50-99人                      4\n",
       "                    500-999人                    3\n",
       "                    5000-10000人                 4\n",
       "大专及以上               1-49人                       3\n",
       "                    100-499人                    3\n",
       "                    1000-2000人                  1\n",
       "                    500-999人                    1\n",
       "                    5000-10000人                 1\n",
       "学历不限                1-49人                       2\n",
       "                    100-499人                    5\n",
       "                    10000人以上                    3\n",
       "                    2000-5000人                  3\n",
       "                    500-999人                    1\n",
       "                    5000-10000人                 1\n",
       "本科                  1-49人                       5\n",
       "                    100-499人                   33\n",
       "                    1000-2000人                 22\n",
       "                    10000人以上                   14\n",
       "                    2000-5000人                 22\n",
       "                    50-99人                     14\n",
       "                    500-999人                   29\n",
       "                    5000-10000人                20\n",
       "本科及以上               1-49人                       3\n",
       "                    100-499人                   16\n",
       "                    1000-2000人                  1\n",
       "                    10000人以上                    7\n",
       "                    2000-5000人                  6\n",
       "                    50-99人                      1\n",
       "                    500-999人                    3\n",
       "                    5000-10000人                 4\n",
       "硕士                  1-49人                       2\n",
       "                    100-499人                    5\n",
       "                    10000人以上                    1\n",
       "                    2000-5000人                  2\n",
       "                    50-99人                      2\n",
       "                    500-999人                    4\n",
       "                    5000-10000人                 6\n",
       "硕士及以上               1000-2000人                  1\n",
       "                    2000-5000人                  1\n",
       "                    50-99人                      1\n",
       "                    500-999人                    6\n",
       "                    5000-10000人                 1\n",
       "统招本科                1-49人                       2\n",
       "                    100-499人                   35\n",
       "                    1000-2000人                  4\n",
       "                    10000人以上                   17\n",
       "                    2000-5000人                 18\n",
       "                    50-99人                      4\n",
       "                    500-999人                   16\n",
       "                    5000-10000人                18"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz.groupby(['job.requireEduLevel','comp.compScale']).agg({'comp.compName':'count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  }
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